{
  "updated": "2026-10-05T00:49:41.843395+00:00",
  "scope": "231 public JevBench cases; original scoring. Separate from the sealed leaderboard and from full English/Norwegian evaluation.",
  "fixture_sha256": "8825e4e9785f4f34dbaa996d8b4d1e313d095d8eafc8f865c966914fed85c5a7",
  "models": {
    "decision2-kai-06b": {
      "label": "Decision 2.0 Kai 0.6B",
      "source": "https://huggingface.co/vllm-sr/Decision-2.0-Kai-0.6B",
      "revision": "d06cf74b1304c6454b9de6e0adb8eaad5ac719fa",
      "public231": {
        "expected": 231,
        "attempted": 231,
        "complete": true,
        "correct": 152,
        "errors": 0,
        "tiers": {
          "jevbench_public/easy": {
            "n": 48,
            "correct": 47,
            "accuracy": 0.9791666666666666,
            "strict_valid": 48,
            "valid": 48,
            "renormalized": 0
          },
          "jevbench_public/original": {
            "n": 72,
            "correct": 61,
            "accuracy": 0.8472222222222222,
            "strict_valid": 72,
            "valid": 72,
            "renormalized": 0
          },
          "jevbench_public/hard": {
            "n": 111,
            "correct": 44,
            "accuracy": 0.3963963963963964,
            "strict_valid": 111,
            "valid": 111,
            "renormalized": 0
          }
        },
        "accuracy": 0.658008658008658
      },
      "shared_suites": {
        "jev_verified": {
          "expected": 300,
          "attempted": 300,
          "evaluation_expected": 300,
          "suites": {
            "jev_verified/agnews": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 83,
              "accuracy": 0.83,
              "wilson95": [
                0.7445199523239887,
                0.8910643388594006
              ],
              "head_correct": 83,
              "heads": 100,
              "head_accuracy": 0.83,
              "coverage": 1.0,
              "accuracy_on_successful": 0.83,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.8157979764410472,
              "answered_single_label_heads": 100,
              "ece10": 0.058847022430903076,
              "brier": 0.25782996402600833
            },
            "jev_verified/emotiondair": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 53,
              "accuracy": 0.53,
              "wilson95": [
                0.4328885697009936,
                0.6248918204065872
              ],
              "head_correct": 53,
              "heads": 100,
              "head_accuracy": 0.53,
              "coverage": 1.0,
              "accuracy_on_successful": 0.53,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.5344801676533546,
              "answered_single_label_heads": 100,
              "ece10": 0.10603260356947049,
              "brier": 0.6067726884898922
            },
            "jev_verified/banking77": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 81,
              "accuracy": 0.81,
              "wilson95": [
                0.7222115462093562,
                0.8748524849023126
              ],
              "head_correct": 81,
              "heads": 100,
              "head_accuracy": 0.81,
              "coverage": 1.0,
              "accuracy_on_successful": 0.81,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.8109126984126984,
              "answered_single_label_heads": 100,
              "ece10": 0.13960721702872478,
              "brier": 0.2573548559322787
            }
          }
        },
        "jev_fresh": {
          "expected": 1264,
          "attempted": 1264,
          "evaluation_expected": 848,
          "suites": {
            "fresh/news": {
              "expected": 200,
              "attempted": 200,
              "complete": true,
              "correct": 167,
              "accuracy": 0.835,
              "wilson95": [
                0.7773421846094045,
                0.8800314467178268
              ],
              "head_correct": 167,
              "heads": 200,
              "head_accuracy": 0.835,
              "coverage": 1.0,
              "accuracy_on_successful": 0.835,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.8358293764514856,
              "answered_single_label_heads": 200,
              "ece10": 0.03423306873028258,
              "brier": 0.23876398953271255
            },
            "fresh/emotion": {
              "expected": 200,
              "attempted": 200,
              "complete": true,
              "correct": 114,
              "accuracy": 0.57,
              "wilson95": [
                0.5007048776415268,
                0.6366567766656557
              ],
              "head_correct": 114,
              "heads": 200,
              "head_accuracy": 0.57,
              "coverage": 1.0,
              "accuracy_on_successful": 0.57,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.455123840196304,
              "answered_single_label_heads": 200,
              "ece10": 0.15121845892655822,
              "brier": 0.6009159997451833
            },
            "fresh/spam": {
              "expected": 200,
              "attempted": 200,
              "complete": true,
              "correct": 109,
              "accuracy": 0.545,
              "wilson95": [
                0.47578611372488105,
                0.6125178069011651
              ],
              "head_correct": 109,
              "heads": 200,
              "head_accuracy": 0.545,
              "coverage": 1.0,
              "accuracy_on_successful": 0.545,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.35275080906148865,
              "answered_single_label_heads": 200,
              "ece10": 0.14989966256286957,
              "brier": 0.5101996171268393
            },
            "fresh/phishing": {
              "expected": 200,
              "attempted": 200,
              "complete": true,
              "correct": 137,
              "accuracy": 0.685,
              "wilson95": [
                0.6176504391426966,
                0.745376790097715
              ],
              "head_correct": 137,
              "heads": 200,
              "head_accuracy": 0.685,
              "coverage": 1.0,
              "accuracy_on_successful": 0.685,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.6424416129856125,
              "answered_single_label_heads": 200,
              "ece10": 0.062413774053039606,
              "brier": 0.395779425742393
            },
            "fresh_business/routing/en": {
              "expected": 12,
              "attempted": 12,
              "complete": true,
              "correct": 7,
              "accuracy": 0.5833333333333334,
              "wilson95": [
                0.31951131254954973,
                0.8067396863412435
              ],
              "head_correct": 7,
              "heads": 12,
              "head_accuracy": 0.5833333333333334,
              "coverage": 1.0,
              "accuracy_on_successful": 0.5833333333333334,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.5771428571428572,
              "answered_single_label_heads": 12,
              "ece10": 0.1284240542796109,
              "brier": 0.47550364635634823
            },
            "fresh_business/routing/nb": {
              "expected": 12,
              "attempted": 12,
              "complete": true,
              "correct": 2,
              "accuracy": 0.16666666666666666,
              "wilson95": [
                0.04696514218385378,
                0.4480308622529734
              ],
              "head_correct": 2,
              "heads": 12,
              "head_accuracy": 0.16666666666666666,
              "coverage": 1.0,
              "accuracy_on_successful": 0.16666666666666666,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.06666666666666667,
              "answered_single_label_heads": 12,
              "ece10": 0.2861870202220236,
              "brier": 0.8215948007133456
            },
            "fresh_business/documents/en": {
              "expected": 12,
              "attempted": 12,
              "complete": true,
              "correct": 11,
              "accuracy": 0.9166666666666666,
              "wilson95": [
                0.646120088858883,
                0.9851349055950829
              ],
              "head_correct": 11,
              "heads": 12,
              "head_accuracy": 0.9166666666666666,
              "coverage": 1.0,
              "accuracy_on_successful": 0.9166666666666666,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.9142857142857144,
              "answered_single_label_heads": 12,
              "ece10": 0.26215566433068593,
              "brier": 0.22392829326097405
            },
            "fresh_business/documents/nb": {
              "expected": 12,
              "attempted": 12,
              "complete": true,
              "correct": 11,
              "accuracy": 0.9166666666666666,
              "wilson95": [
                0.646120088858883,
                0.9851349055950829
              ],
              "head_correct": 11,
              "heads": 12,
              "head_accuracy": 0.9166666666666666,
              "coverage": 1.0,
              "accuracy_on_successful": 0.9166666666666666,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.9142857142857144,
              "answered_single_label_heads": 12,
              "ece10": 0.24116465184115785,
              "brier": 0.15073132212552853
            }
          }
        },
        "alternatives": {
          "expected": 12341,
          "attempted": 12341,
          "evaluation_expected": 12341,
          "suites": {
            "industry/routing/en": {
              "expected": 40,
              "attempted": 40,
              "complete": true,
              "correct": 35,
              "accuracy": 0.875,
              "wilson95": [
                0.738878801611489,
                0.945404997490546
              ],
              "head_correct": 35,
              "heads": 40,
              "head_accuracy": 0.875,
              "coverage": 1.0,
              "accuracy_on_successful": 0.875,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.8721691672620466,
              "answered_single_label_heads": 40,
              "ece10": 0.2564489347600351,
              "brier": 0.2320485160391764
            },
            "industry/routing/en/reversed": {
              "expected": 40,
              "attempted": 40,
              "complete": true,
              "correct": 35,
              "accuracy": 0.875,
              "wilson95": [
                0.738878801611489,
                0.945404997490546
              ],
              "head_correct": 35,
              "heads": 40,
              "head_accuracy": 0.875,
              "coverage": 1.0,
              "accuracy_on_successful": 0.875,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.8705368814192344,
              "answered_single_label_heads": 40,
              "ece10": 0.21250871140804717,
              "brier": 0.25180047609277456
            },
            "industry/routing/nb": {
              "expected": 40,
              "attempted": 40,
              "complete": true,
              "correct": 31,
              "accuracy": 0.775,
              "wilson95": [
                0.6249690325768998,
                0.8768390867645927
              ],
              "head_correct": 31,
              "heads": 40,
              "head_accuracy": 0.775,
              "coverage": 1.0,
              "accuracy_on_successful": 0.775,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.7758963585434173,
              "answered_single_label_heads": 40,
              "ece10": 0.19663876285841908,
              "brier": 0.4012655611093387
            },
            "industry/routing/nb/reversed": {
              "expected": 40,
              "attempted": 40,
              "complete": true,
              "correct": 31,
              "accuracy": 0.775,
              "wilson95": [
                0.6249690325768998,
                0.8768390867645927
              ],
              "head_correct": 31,
              "heads": 40,
              "head_accuracy": 0.775,
              "coverage": 1.0,
              "accuracy_on_successful": 0.775,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.7761904761904762,
              "answered_single_label_heads": 40,
              "ece10": 0.19300226398447437,
              "brier": 0.4008199407354482
            },
            "industry/documents/en": {
              "expected": 28,
              "attempted": 28,
              "complete": true,
              "correct": 28,
              "accuracy": 1.0,
              "wilson95": [
                0.8793566952341543,
                0.9999999999999998
              ],
              "head_correct": 28,
              "heads": 28,
              "head_accuracy": 1.0,
              "coverage": 1.0,
              "accuracy_on_successful": 1.0,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 1.0,
              "answered_single_label_heads": 28,
              "ece10": 0.14128307420775635,
              "brier": 0.06380799107572212
            },
            "industry/documents/en/reversed": {
              "expected": 28,
              "attempted": 28,
              "complete": true,
              "correct": 28,
              "accuracy": 1.0,
              "wilson95": [
                0.8793566952341543,
                0.9999999999999998
              ],
              "head_correct": 28,
              "heads": 28,
              "head_accuracy": 1.0,
              "coverage": 1.0,
              "accuracy_on_successful": 1.0,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 1.0,
              "answered_single_label_heads": 28,
              "ece10": 0.15364168812653817,
              "brier": 0.0726062278474047
            },
            "industry/documents/nb": {
              "expected": 28,
              "attempted": 28,
              "complete": true,
              "correct": 26,
              "accuracy": 0.9285714285714286,
              "wilson95": [
                0.7735463743160095,
                0.9801879358846942
              ],
              "head_correct": 26,
              "heads": 28,
              "head_accuracy": 0.9285714285714286,
              "coverage": 1.0,
              "accuracy_on_successful": 0.9285714285714286,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.9283882783882784,
              "answered_single_label_heads": 28,
              "ece10": 0.1336028324279874,
              "brier": 0.15032549297794265
            },
            "industry/documents/nb/reversed": {
              "expected": 28,
              "attempted": 28,
              "complete": true,
              "correct": 27,
              "accuracy": 0.9642857142857143,
              "wilson95": [
                0.8228780225664668,
                0.9936674801509623
              ],
              "head_correct": 27,
              "heads": 28,
              "head_accuracy": 0.9642857142857143,
              "coverage": 1.0,
              "accuracy_on_successful": 0.9642857142857143,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.9641025641025641,
              "answered_single_label_heads": 28,
              "ece10": 0.18117743167152622,
              "brier": 0.15034880975738166
            },
            "jev_native/agnews": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 82,
              "accuracy": 0.82,
              "wilson95": [
                0.7333264161369926,
                0.8829977450105364
              ],
              "head_correct": 82,
              "heads": 100,
              "head_accuracy": 0.82,
              "coverage": 1.0,
              "accuracy_on_successful": 0.82,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.8105873001777394,
              "answered_single_label_heads": 100,
              "ece10": 0.08607047621124106,
              "brier": 0.23487266591653483
            },
            "jev_native/emotiondair": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 53,
              "accuracy": 0.53,
              "wilson95": [
                0.4328885697009936,
                0.6248918204065872
              ],
              "head_correct": 53,
              "heads": 100,
              "head_accuracy": 0.53,
              "coverage": 1.0,
              "accuracy_on_successful": 0.53,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.5405435251023486,
              "answered_single_label_heads": 100,
              "ece10": 0.1485330426219207,
              "brier": 0.6315653513399713
            },
            "jev_native/banking77": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 81,
              "accuracy": 0.81,
              "wilson95": [
                0.7222115462093562,
                0.8748524849023126
              ],
              "head_correct": 81,
              "heads": 100,
              "head_accuracy": 0.81,
              "coverage": 1.0,
              "accuracy_on_successful": 0.81,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.801653439153439,
              "answered_single_label_heads": 100,
              "ece10": 0.14713291084332586,
              "brier": 0.2582749820430068
            },
            "fast_decisions_dev/agent_handoff": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 58,
              "accuracy": 0.58,
              "wilson95": [
                0.4820648670304296,
                0.6720161732564526
              ],
              "head_correct": 58,
              "heads": 100,
              "head_accuracy": 0.58,
              "coverage": 1.0,
              "accuracy_on_successful": 0.58,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.5798319327731092,
              "answered_single_label_heads": 100,
              "ece10": 0.025317954555911105,
              "brier": 0.48261393914135825
            },
            "fast_decisions_dev/banking_intent": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 55,
              "accuracy": 0.55,
              "wilson95": [
                0.45244602997442135,
                0.6438546202048803
              ],
              "head_correct": 55,
              "heads": 100,
              "head_accuracy": 0.55,
              "coverage": 1.0,
              "accuracy_on_successful": 0.55,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.5575070723909733,
              "answered_single_label_heads": 100,
              "ece10": 0.0857158519487958,
              "brier": 0.5841443020443857
            },
            "fast_decisions_dev/benefits_request": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 49,
              "accuracy": 0.49,
              "wilson95": [
                0.3942199893044113,
                0.5865198806597283
              ],
              "head_correct": 142,
              "heads": 200,
              "head_accuracy": 0.71,
              "coverage": 1.0,
              "accuracy_on_successful": 0.49,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": null,
              "answered_single_label_heads": 200,
              "ece10": 0.10177851149843091,
              "brier": 0.38631272989323356
            },
            "fast_decisions_dev/clinic_request": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 41,
              "accuracy": 0.41,
              "wilson95": [
                0.3186731302113651,
                0.5079856994658921
              ],
              "head_correct": 127,
              "heads": 200,
              "head_accuracy": 0.635,
              "coverage": 1.0,
              "accuracy_on_successful": 0.41,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": null,
              "answered_single_label_heads": 200,
              "ece10": 0.11902855094601517,
              "brier": 0.49505592715748564
            },
            "fast_decisions_dev/document_type": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 80,
              "accuracy": 0.8,
              "wilson95": [
                0.7111708344068411,
                0.8666330666689676
              ],
              "head_correct": 80,
              "heads": 100,
              "head_accuracy": 0.8,
              "coverage": 1.0,
              "accuracy_on_successful": 0.8,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.7480984607576288,
              "answered_single_label_heads": 100,
              "ece10": 0.10201729325744928,
              "brier": 0.3325461174603886
            },
            "fast_decisions_dev/email_triage": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 8,
              "accuracy": 0.08,
              "wilson95": [
                0.041093461484380624,
                0.14998107700948735
              ],
              "head_correct": 186,
              "heads": 400,
              "head_accuracy": 0.465,
              "coverage": 1.0,
              "accuracy_on_successful": 0.08,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": null,
              "answered_single_label_heads": 400,
              "ece10": 0.15512189403789176,
              "brier": 0.668042998120885
            },
            "fast_decisions_dev/news_topic": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 57,
              "accuracy": 0.57,
              "wilson95": [
                0.47215389549212305,
                0.6626670147588988
              ],
              "head_correct": 57,
              "heads": 100,
              "head_accuracy": 0.57,
              "coverage": 1.0,
              "accuracy_on_successful": 0.57,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.5641940106826364,
              "answered_single_label_heads": 100,
              "ece10": 0.10447210768382052,
              "brier": 0.5870684300051682
            },
            "fast_decisions_dev/paper_field": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 42,
              "accuracy": 0.42,
              "wilson95": [
                0.3279838267435473,
                0.5179351329695703
              ],
              "head_correct": 42,
              "heads": 100,
              "head_accuracy": 0.42,
              "coverage": 1.0,
              "accuracy_on_successful": 0.42,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.3948316108052417,
              "answered_single_label_heads": 100,
              "ece10": 0.1287123507316319,
              "brier": 0.761071458148238
            },
            "fast_decisions_dev/product_feedback": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 4,
              "accuracy": 0.04,
              "wilson95": [
                0.01566330399154762,
                0.0983707143588792
              ],
              "head_correct": 72,
              "heads": 200,
              "head_accuracy": 0.36,
              "coverage": 1.0,
              "accuracy_on_successful": 0.04,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": null,
              "answered_single_label_heads": 100,
              "ece10": 0.09227842871504895,
              "brier": 0.5391208850789708
            },
            "fast_decisions_dev/restaurant_review": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 13,
              "accuracy": 0.13,
              "wilson95": [
                0.07757167427240512,
                0.20980351440076428
              ],
              "head_correct": 81,
              "heads": 200,
              "head_accuracy": 0.405,
              "coverage": 1.0,
              "accuracy_on_successful": 0.13,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": null,
              "answered_single_label_heads": 100,
              "ece10": 0.07805473783678964,
              "brier": 0.494524471894728
            },
            "fast_decisions_dev/review_sentiment": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 68,
              "accuracy": 0.68,
              "wilson95": [
                0.5833738138954762,
                0.7633085267500092
              ],
              "head_correct": 68,
              "heads": 100,
              "head_accuracy": 0.68,
              "coverage": 1.0,
              "accuracy_on_successful": 0.68,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.6280232039268183,
              "answered_single_label_heads": 100,
              "ece10": 0.1951895664150172,
              "brier": 0.40357124542077455
            },
            "fast_decisions_dev/screen_tags": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 15,
              "accuracy": 0.15,
              "wilson95": [
                0.0930598528365663,
                0.23283559590832364
              ],
              "head_correct": 91,
              "heads": 200,
              "head_accuracy": 0.455,
              "coverage": 1.0,
              "accuracy_on_successful": 0.15,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": null,
              "answered_single_label_heads": 100,
              "ece10": 0.06163699502582122,
              "brier": 0.3129814599948459
            },
            "fast_decisions_dev/sports_recap": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 40,
              "accuracy": 0.4,
              "wilson95": [
                0.3094012864324589,
                0.4979974132089382
              ],
              "head_correct": 220,
              "heads": 300,
              "head_accuracy": 0.7333333333333333,
              "coverage": 1.0,
              "accuracy_on_successful": 0.4,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": null,
              "answered_single_label_heads": 300,
              "ece10": 0.10876387428027996,
              "brier": 0.40365404116059606
            },
            "fast_decisions_dev/support_intent": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 60,
              "accuracy": 0.6,
              "wilson95": [
                0.5020025867910618,
                0.6905987135675411
              ],
              "head_correct": 60,
              "heads": 100,
              "head_accuracy": 0.6,
              "coverage": 1.0,
              "accuracy_on_successful": 0.6,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.580539138732416,
              "answered_single_label_heads": 100,
              "ece10": 0.21280714985920637,
              "brier": 0.5866908369214553
            },
            "fast_decisions_dev/support_topic": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 40,
              "accuracy": 0.4,
              "wilson95": [
                0.3094012864324589,
                0.4979974132089382
              ],
              "head_correct": 40,
              "heads": 100,
              "head_accuracy": 0.4,
              "coverage": 1.0,
              "accuracy_on_successful": 0.4,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.41572596649996024,
              "answered_single_label_heads": 100,
              "ece10": 0.10355152367087021,
              "brier": 0.7340497893310457
            },
            "fast_decisions_dev/ticket_route": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 4,
              "accuracy": 0.04,
              "wilson95": [
                0.01566330399154762,
                0.0983707143588792
              ],
              "head_correct": 116,
              "heads": 300,
              "head_accuracy": 0.38666666666666666,
              "coverage": 1.0,
              "accuracy_on_successful": 0.04,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": null,
              "answered_single_label_heads": 300,
              "ece10": 0.12125852877616998,
              "brier": 0.6802449437085255
            },
            "fast_decisions_dev/travel_request": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 60,
              "accuracy": 0.6,
              "wilson95": [
                0.5020025867910618,
                0.6905987135675411
              ],
              "head_correct": 60,
              "heads": 100,
              "head_accuracy": 0.6,
              "coverage": 1.0,
              "accuracy_on_successful": 0.6,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.5865362862589384,
              "answered_single_label_heads": 100,
              "ece10": 0.11965015482644088,
              "brier": 0.5603982062526418
            },
            "laya_claim/news.replication": {
              "expected": 400,
              "attempted": 400,
              "complete": true,
              "correct": 335,
              "accuracy": 0.8375,
              "wilson95": [
                0.7981666097704109,
                0.870412591553939
              ],
              "head_correct": 335,
              "heads": 400,
              "head_accuracy": 0.8375,
              "coverage": 1.0,
              "accuracy_on_successful": 0.8375,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.8224575610235569,
              "answered_single_label_heads": 400,
              "ece10": 0.04710430039239484,
              "brier": 0.2576419338029449
            },
            "laya_claim/emotion.replication": {
              "expected": 400,
              "attempted": 400,
              "complete": true,
              "correct": 220,
              "accuracy": 0.55,
              "wilson95": [
                0.5010009985806122,
                0.5980477719859582
              ],
              "head_correct": 220,
              "heads": 400,
              "head_accuracy": 0.55,
              "coverage": 1.0,
              "accuracy_on_successful": 0.55,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.45769221283872447,
              "answered_single_label_heads": 400,
              "ece10": 0.060506538070317445,
              "brier": 0.5792296209440759
            },
            "laya_claim/spam.replication": {
              "expected": 400,
              "attempted": 400,
              "complete": true,
              "correct": 192,
              "accuracy": 0.48,
              "wilson95": [
                0.43146340667729527,
                0.5289170850960765
              ],
              "head_correct": 192,
              "heads": 400,
              "head_accuracy": 0.48,
              "coverage": 1.0,
              "accuracy_on_successful": 0.48,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.34043632673769664,
              "answered_single_label_heads": 400,
              "ece10": 0.2078332875390071,
              "brier": 0.5387235237127879
            },
            "laya_claim/phishing.replication": {
              "expected": 400,
              "attempted": 400,
              "complete": true,
              "correct": 286,
              "accuracy": 0.715,
              "wilson95": [
                0.6688804833361408,
                0.7570292301001116
              ],
              "head_correct": 286,
              "heads": 400,
              "head_accuracy": 0.715,
              "coverage": 1.0,
              "accuracy_on_successful": 0.715,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.6697949252693778,
              "answered_single_label_heads": 400,
              "ece10": 0.05543876591474991,
              "brier": 0.3904870271196406
            },
            "laya_claim/jailbreaking": {
              "expected": 400,
              "attempted": 400,
              "complete": true,
              "correct": 350,
              "accuracy": 0.875,
              "wilson95": [
                0.8389809024860414,
                0.9038848767632363
              ],
              "head_correct": 350,
              "heads": 400,
              "head_accuracy": 0.875,
              "coverage": 1.0,
              "accuracy_on_successful": 0.875,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.775895298283358,
              "answered_single_label_heads": 400,
              "ece10": 0.10653332295555831,
              "brier": 0.20546767777123356
            },
            "laya_claim/toxicity": {
              "expected": 400,
              "attempted": 400,
              "complete": true,
              "correct": 263,
              "accuracy": 0.6575,
              "wilson95": [
                0.6096946457889129,
                0.7023089814957836
              ],
              "head_correct": 263,
              "heads": 400,
              "head_accuracy": 0.6575,
              "coverage": 1.0,
              "accuracy_on_successful": 0.6575,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.6277957767046343,
              "answered_single_label_heads": 400,
              "ece10": 0.08605053881177063,
              "brier": 0.4053591267508505
            },
            "laya_claim/intent": {
              "expected": 300,
              "attempted": 300,
              "complete": true,
              "correct": 257,
              "accuracy": 0.8566666666666667,
              "wilson95": [
                0.8124994228503402,
                0.8918152576761502
              ],
              "head_correct": 257,
              "heads": 300,
              "head_accuracy": 0.8566666666666667,
              "coverage": 1.0,
              "accuracy_on_successful": 0.8566666666666667,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": null,
              "answered_single_label_heads": 300,
              "ece10": 0.07006341466871162,
              "brier": 0.21547097878814847
            },
            "laya_claim/scenario": {
              "expected": 300,
              "attempted": 300,
              "complete": true,
              "correct": 199,
              "accuracy": 0.6633333333333333,
              "wilson95": [
                0.6080919973085686,
                0.7144446320914131
              ],
              "head_correct": 199,
              "heads": 300,
              "head_accuracy": 0.6633333333333333,
              "coverage": 1.0,
              "accuracy_on_successful": 0.6633333333333333,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.6621193705667738,
              "answered_single_label_heads": 300,
              "ece10": 0.06418397647225473,
              "brier": 0.43086377691953537
            },
            "massive_en": {
              "expected": 2948,
              "attempted": 2948,
              "complete": true,
              "correct": 2149,
              "accuracy": 0.7289687924016283,
              "wilson95": [
                0.7126331699840927,
                0.7447084653418594
              ],
              "head_correct": 2149,
              "heads": 2948,
              "head_accuracy": 0.7289687924016283,
              "coverage": 1.0,
              "accuracy_on_successful": 0.7289687924016283,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.735920658505035,
              "answered_single_label_heads": 2948,
              "ece10": 0.030499996931015478,
              "brier": 0.38216662285406394
            },
            "massive_nb": {
              "expected": 2948,
              "attempted": 2948,
              "complete": true,
              "correct": 1614,
              "accuracy": 0.5474898236092266,
              "wilson95": [
                0.5294721556683573,
                0.5653838872140624
              ],
              "head_correct": 1614,
              "heads": 2948,
              "head_accuracy": 0.5474898236092266,
              "coverage": 1.0,
              "accuracy_on_successful": 0.5474898236092266,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.5669663267562415,
              "answered_single_label_heads": 2948,
              "ece10": 0.03926874941231688,
              "brier": 0.5967794764432022
            },
            "norec_no": {
              "expected": 1173,
              "attempted": 1173,
              "complete": true,
              "correct": 677,
              "accuracy": 0.577152600170503,
              "wilson95": [
                0.5486751333091117,
                0.605126382301478
              ],
              "head_correct": 677,
              "heads": 1173,
              "head_accuracy": 0.577152600170503,
              "coverage": 1.0,
              "accuracy_on_successful": 0.577152600170503,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.543275449679602,
              "answered_single_label_heads": 1173,
              "ece10": 0.06474422289344403,
              "brier": 0.5565252450099749
            }
          }
        },
        "alternatives_typed": {
          "expected": 400,
          "attempted": 400,
          "evaluation_expected": 400,
          "suites": {
            "intern_claim/typed_decisions-test": {
              "expected": 400,
              "attempted": 400,
              "complete": true,
              "correct": 15,
              "accuracy": 0.0375,
              "wilson95": [
                0.022855029814710867,
                0.060943842444513396
              ],
              "head_correct": 955,
              "heads": 2000,
              "head_accuracy": 0.4775,
              "coverage": 1.0,
              "accuracy_on_successful": 0.0375,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": null,
              "answered_single_label_heads": 2000,
              "ece10": 0.061353307895932754,
              "brier": 0.6168456580497913
            }
          }
        }
      }
    },
    "decision2-eos-08b": {
      "label": "Decision 2.0 Eos 0.8B",
      "source": "https://huggingface.co/vllm-sr/Decision-2.0-Eos-0.8B",
      "revision": "3594047d69f476f1d01cf84c593e213fc3a4dfe0",
      "public231": {
        "expected": 231,
        "attempted": 231,
        "complete": true,
        "correct": 163,
        "errors": 0,
        "tiers": {
          "jevbench_public/easy": {
            "n": 48,
            "correct": 48,
            "accuracy": 1.0,
            "strict_valid": 48,
            "valid": 48,
            "renormalized": 0
          },
          "jevbench_public/original": {
            "n": 72,
            "correct": 64,
            "accuracy": 0.8888888888888888,
            "strict_valid": 72,
            "valid": 72,
            "renormalized": 0
          },
          "jevbench_public/hard": {
            "n": 111,
            "correct": 51,
            "accuracy": 0.4594594594594595,
            "strict_valid": 111,
            "valid": 111,
            "renormalized": 0
          }
        },
        "accuracy": 0.7056277056277056
      },
      "shared_suites": {
        "jev_verified": {
          "expected": 300,
          "attempted": 300,
          "evaluation_expected": 300,
          "suites": {
            "jev_verified/agnews": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 73,
              "accuracy": 0.73,
              "wilson95": [
                0.6356788323205499,
                0.8073041585042365
              ],
              "head_correct": 73,
              "heads": 100,
              "head_accuracy": 0.73,
              "coverage": 1.0,
              "accuracy_on_successful": 0.73,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.680044275774826,
              "answered_single_label_heads": 100,
              "ece10": 0.10455175485564422,
              "brier": 0.39259620589630373
            },
            "jev_verified/emotiondair": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 49,
              "accuracy": 0.49,
              "wilson95": [
                0.3942199893044113,
                0.5865198806597283
              ],
              "head_correct": 49,
              "heads": 100,
              "head_accuracy": 0.49,
              "coverage": 1.0,
              "accuracy_on_successful": 0.49,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.48719993723224436,
              "answered_single_label_heads": 100,
              "ece10": 0.2596564262057103,
              "brier": 0.6857648873726389
            },
            "jev_verified/banking77": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 90,
              "accuracy": 0.9,
              "wilson95": [
                0.8256343384950865,
                0.9447708629393249
              ],
              "head_correct": 90,
              "heads": 100,
              "head_accuracy": 0.9,
              "coverage": 1.0,
              "accuracy_on_successful": 0.9,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.8944444444444445,
              "answered_single_label_heads": 100,
              "ece10": 0.07063462327294892,
              "brier": 0.16211291910225345
            }
          }
        },
        "jev_fresh": {
          "expected": 1264,
          "attempted": 1264,
          "evaluation_expected": 848,
          "suites": {
            "fresh/news": {
              "expected": 200,
              "attempted": 200,
              "complete": true,
              "correct": 165,
              "accuracy": 0.825,
              "wilson95": [
                0.7663556885175099,
                0.8713948493372666
              ],
              "head_correct": 165,
              "heads": 200,
              "head_accuracy": 0.825,
              "coverage": 1.0,
              "accuracy_on_successful": 0.825,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.826392717083432,
              "answered_single_label_heads": 200,
              "ece10": 0.08007944954520693,
              "brier": 0.2984732049284324
            },
            "fresh/emotion": {
              "expected": 200,
              "attempted": 200,
              "complete": true,
              "correct": 102,
              "accuracy": 0.51,
              "wilson95": [
                0.44118587678458643,
                0.5784372166878682
              ],
              "head_correct": 102,
              "heads": 200,
              "head_accuracy": 0.51,
              "coverage": 1.0,
              "accuracy_on_successful": 0.51,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.42346393140648875,
              "answered_single_label_heads": 200,
              "ece10": 0.1351521154929428,
              "brier": 0.6862455444425939
            },
            "fresh/spam": {
              "expected": 200,
              "attempted": 200,
              "complete": true,
              "correct": 139,
              "accuracy": 0.695,
              "wilson95": [
                0.6280144790202163,
                0.7546358436926496
              ],
              "head_correct": 139,
              "heads": 200,
              "head_accuracy": 0.695,
              "coverage": 1.0,
              "accuracy_on_successful": 0.695,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.6922223063144882,
              "answered_single_label_heads": 200,
              "ece10": 0.17760066929130713,
              "brier": 0.448743850591924
            },
            "fresh/phishing": {
              "expected": 200,
              "attempted": 200,
              "complete": true,
              "correct": 152,
              "accuracy": 0.76,
              "wilson95": [
                0.6962665902079583,
                0.8139338400758631
              ],
              "head_correct": 152,
              "heads": 200,
              "head_accuracy": 0.76,
              "coverage": 1.0,
              "accuracy_on_successful": 0.76,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.7558742752517547,
              "answered_single_label_heads": 200,
              "ece10": 0.0525983687093,
              "brier": 0.3245369617838577
            },
            "fresh_business/routing/en": {
              "expected": 12,
              "attempted": 12,
              "complete": true,
              "correct": 6,
              "accuracy": 0.5,
              "wilson95": [
                0.2537815976337061,
                0.7462184023662939
              ],
              "head_correct": 6,
              "heads": 12,
              "head_accuracy": 0.5,
              "coverage": 1.0,
              "accuracy_on_successful": 0.5,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.4833333333333333,
              "answered_single_label_heads": 12,
              "ece10": 0.3521037869525475,
              "brier": 0.5864467682295508
            },
            "fresh_business/routing/nb": {
              "expected": 12,
              "attempted": 12,
              "complete": true,
              "correct": 5,
              "accuracy": 0.4166666666666667,
              "wilson95": [
                0.19326031365875665,
                0.6804886874504503
              ],
              "head_correct": 5,
              "heads": 12,
              "head_accuracy": 0.4166666666666667,
              "coverage": 1.0,
              "accuracy_on_successful": 0.4166666666666667,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.37333333333333335,
              "answered_single_label_heads": 12,
              "ece10": 0.39604546993829554,
              "brier": 0.8714357142818826
            },
            "fresh_business/documents/en": {
              "expected": 12,
              "attempted": 12,
              "complete": true,
              "correct": 10,
              "accuracy": 0.8333333333333334,
              "wilson95": [
                0.5519691377470266,
                0.9530348578161463
              ],
              "head_correct": 10,
              "heads": 12,
              "head_accuracy": 0.8333333333333334,
              "coverage": 1.0,
              "accuracy_on_successful": 0.8333333333333334,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.830952380952381,
              "answered_single_label_heads": 12,
              "ece10": 0.1387069444272858,
              "brier": 0.1279218060598574
            },
            "fresh_business/documents/nb": {
              "expected": 12,
              "attempted": 12,
              "complete": true,
              "correct": 10,
              "accuracy": 0.8333333333333334,
              "wilson95": [
                0.5519691377470266,
                0.9530348578161463
              ],
              "head_correct": 10,
              "heads": 12,
              "head_accuracy": 0.8333333333333334,
              "coverage": 1.0,
              "accuracy_on_successful": 0.8333333333333334,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.8035714285714286,
              "answered_single_label_heads": 12,
              "ece10": 0.1525707492746187,
              "brier": 0.18602537149783735
            }
          }
        },
        "alternatives": {
          "expected": 12341,
          "attempted": 12341,
          "evaluation_expected": 12341,
          "suites": {
            "industry/routing/en": {
              "expected": 40,
              "attempted": 40,
              "complete": true,
              "correct": 34,
              "accuracy": 0.85,
              "wilson95": [
                0.709276756335103,
                0.9293881228267964
              ],
              "head_correct": 34,
              "heads": 40,
              "head_accuracy": 0.85,
              "coverage": 1.0,
              "accuracy_on_successful": 0.85,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.8492063492063492,
              "answered_single_label_heads": 40,
              "ece10": 0.10482754674415927,
              "brier": 0.23288394723272293
            },
            "industry/routing/en/reversed": {
              "expected": 40,
              "attempted": 40,
              "complete": true,
              "correct": 33,
              "accuracy": 0.825,
              "wilson95": [
                0.6805000966821229,
                0.9125458625396408
              ],
              "head_correct": 33,
              "heads": 40,
              "head_accuracy": 0.825,
              "coverage": 1.0,
              "accuracy_on_successful": 0.825,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.8273109243697478,
              "answered_single_label_heads": 40,
              "ece10": 0.1432725912530982,
              "brier": 0.2581527893575564
            },
            "industry/routing/nb": {
              "expected": 40,
              "attempted": 40,
              "complete": true,
              "correct": 26,
              "accuracy": 0.65,
              "wilson95": [
                0.49505880837257693,
                0.7786547112682372
              ],
              "head_correct": 26,
              "heads": 40,
              "head_accuracy": 0.65,
              "coverage": 1.0,
              "accuracy_on_successful": 0.65,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.6597108155002892,
              "answered_single_label_heads": 40,
              "ece10": 0.15712062003456062,
              "brier": 0.44277410161668296
            },
            "industry/routing/nb/reversed": {
              "expected": 40,
              "attempted": 40,
              "complete": true,
              "correct": 27,
              "accuracy": 0.675,
              "wilson95": [
                0.5201774618987768,
                0.799154977682173
              ],
              "head_correct": 27,
              "heads": 40,
              "head_accuracy": 0.675,
              "coverage": 1.0,
              "accuracy_on_successful": 0.675,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.6940409590409591,
              "answered_single_label_heads": 40,
              "ece10": 0.16015791175886462,
              "brier": 0.5213651964865484
            },
            "industry/documents/en": {
              "expected": 28,
              "attempted": 28,
              "complete": true,
              "correct": 28,
              "accuracy": 1.0,
              "wilson95": [
                0.8793566952341543,
                0.9999999999999998
              ],
              "head_correct": 28,
              "heads": 28,
              "head_accuracy": 1.0,
              "coverage": 1.0,
              "accuracy_on_successful": 1.0,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 1.0,
              "answered_single_label_heads": 28,
              "ece10": 0.061463468819964076,
              "brier": 0.021228259895113892
            },
            "industry/documents/en/reversed": {
              "expected": 28,
              "attempted": 28,
              "complete": true,
              "correct": 28,
              "accuracy": 1.0,
              "wilson95": [
                0.8793566952341543,
                0.9999999999999998
              ],
              "head_correct": 28,
              "heads": 28,
              "head_accuracy": 1.0,
              "coverage": 1.0,
              "accuracy_on_successful": 1.0,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 1.0,
              "answered_single_label_heads": 28,
              "ece10": 0.07576193456716397,
              "brier": 0.03853527132258527
            },
            "industry/documents/nb": {
              "expected": 28,
              "attempted": 28,
              "complete": true,
              "correct": 25,
              "accuracy": 0.8928571428571429,
              "wilson95": [
                0.7280414845132785,
                0.9628816331707
              ],
              "head_correct": 25,
              "heads": 28,
              "head_accuracy": 0.8928571428571429,
              "coverage": 1.0,
              "accuracy_on_successful": 0.8928571428571429,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.8897435897435899,
              "answered_single_label_heads": 28,
              "ece10": 0.07841131962770385,
              "brier": 0.10892584864610162
            },
            "industry/documents/nb/reversed": {
              "expected": 28,
              "attempted": 28,
              "complete": true,
              "correct": 25,
              "accuracy": 0.8928571428571429,
              "wilson95": [
                0.7280414845132785,
                0.9628816331707
              ],
              "head_correct": 25,
              "heads": 28,
              "head_accuracy": 0.8928571428571429,
              "coverage": 1.0,
              "accuracy_on_successful": 0.8928571428571429,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.8897435897435899,
              "answered_single_label_heads": 28,
              "ece10": 0.10151831356116436,
              "brier": 0.1465939354342535
            },
            "jev_native/agnews": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 82,
              "accuracy": 0.82,
              "wilson95": [
                0.7333264161369926,
                0.8829977450105364
              ],
              "head_correct": 82,
              "heads": 100,
              "head_accuracy": 0.82,
              "coverage": 1.0,
              "accuracy_on_successful": 0.82,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.7997137451471817,
              "answered_single_label_heads": 100,
              "ece10": 0.05321251777598906,
              "brier": 0.267154745645119
            },
            "jev_native/emotiondair": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 49,
              "accuracy": 0.49,
              "wilson95": [
                0.3942199893044113,
                0.5865198806597283
              ],
              "head_correct": 49,
              "heads": 100,
              "head_accuracy": 0.49,
              "coverage": 1.0,
              "accuracy_on_successful": 0.49,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.4909615497850792,
              "answered_single_label_heads": 100,
              "ece10": 0.24124646916939363,
              "brier": 0.6586626550545032
            },
            "jev_native/banking77": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 84,
              "accuracy": 0.84,
              "wilson95": [
                0.7557973061072976,
                0.8990471151119521
              ],
              "head_correct": 84,
              "heads": 100,
              "head_accuracy": 0.84,
              "coverage": 1.0,
              "accuracy_on_successful": 0.84,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.8393518518518518,
              "answered_single_label_heads": 100,
              "ece10": 0.05348144549442621,
              "brier": 0.198060777179602
            },
            "fast_decisions_dev/agent_handoff": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 65,
              "accuracy": 0.65,
              "wilson95": [
                0.5525444329688796,
                0.7363575175690247
              ],
              "head_correct": 65,
              "heads": 100,
              "head_accuracy": 0.65,
              "coverage": 1.0,
              "accuracy_on_successful": 0.65,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.5792763553311696,
              "answered_single_label_heads": 100,
              "ece10": 0.1894682520004875,
              "brier": 0.5439533591104199
            },
            "fast_decisions_dev/banking_intent": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 54,
              "accuracy": 0.54,
              "wilson95": [
                0.44264860323368227,
                0.6343919169097589
              ],
              "head_correct": 54,
              "heads": 100,
              "head_accuracy": 0.54,
              "coverage": 1.0,
              "accuracy_on_successful": 0.54,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.5458400458078662,
              "answered_single_label_heads": 100,
              "ece10": 0.1484832876839354,
              "brier": 0.6458578177787117
            },
            "fast_decisions_dev/benefits_request": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 44,
              "accuracy": 0.44,
              "wilson95": [
                0.34672026630160796,
                0.5377189534832302
              ],
              "head_correct": 138,
              "heads": 200,
              "head_accuracy": 0.69,
              "coverage": 1.0,
              "accuracy_on_successful": 0.44,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": null,
              "answered_single_label_heads": 200,
              "ece10": 0.10861779591777691,
              "brier": 0.4037580836277227
            },
            "fast_decisions_dev/clinic_request": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 41,
              "accuracy": 0.41,
              "wilson95": [
                0.3186731302113651,
                0.5079856994658921
              ],
              "head_correct": 130,
              "heads": 200,
              "head_accuracy": 0.65,
              "coverage": 1.0,
              "accuracy_on_successful": 0.41,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": null,
              "answered_single_label_heads": 200,
              "ece10": 0.11847986508315161,
              "brier": 0.49875718545775966
            },
            "fast_decisions_dev/document_type": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 76,
              "accuracy": 0.76,
              "wilson95": [
                0.6676766365018553,
                0.8330867444305122
              ],
              "head_correct": 76,
              "heads": 100,
              "head_accuracy": 0.76,
              "coverage": 1.0,
              "accuracy_on_successful": 0.76,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.7018822494441689,
              "answered_single_label_heads": 100,
              "ece10": 0.07743750991002656,
              "brier": 0.33924274791738074
            },
            "fast_decisions_dev/email_triage": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 5,
              "accuracy": 0.05,
              "wilson95": [
                0.02154367915436796,
                0.11175046923191913
              ],
              "head_correct": 192,
              "heads": 400,
              "head_accuracy": 0.48,
              "coverage": 1.0,
              "accuracy_on_successful": 0.05,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": null,
              "answered_single_label_heads": 400,
              "ece10": 0.2828506170345381,
              "brier": 0.7264534965197559
            },
            "fast_decisions_dev/news_topic": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 56,
              "accuracy": 0.56,
              "wilson95": [
                0.4622810465167699,
                0.6532797336983921
              ],
              "head_correct": 56,
              "heads": 100,
              "head_accuracy": 0.56,
              "coverage": 1.0,
              "accuracy_on_successful": 0.56,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.5512688703737296,
              "answered_single_label_heads": 100,
              "ece10": 0.15317063946273315,
              "brier": 0.5902145492008968
            },
            "fast_decisions_dev/paper_field": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 35,
              "accuracy": 0.35,
              "wilson95": [
                0.26364248243097527,
                0.44745556703112027
              ],
              "head_correct": 35,
              "heads": 100,
              "head_accuracy": 0.35,
              "coverage": 1.0,
              "accuracy_on_successful": 0.35,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.33846978091829355,
              "answered_single_label_heads": 100,
              "ece10": 0.1464477301898447,
              "brier": 0.776130161661398
            },
            "fast_decisions_dev/product_feedback": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 4,
              "accuracy": 0.04,
              "wilson95": [
                0.01566330399154762,
                0.0983707143588792
              ],
              "head_correct": 65,
              "heads": 200,
              "head_accuracy": 0.325,
              "coverage": 1.0,
              "accuracy_on_successful": 0.04,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": null,
              "answered_single_label_heads": 100,
              "ece10": 0.20683249889156174,
              "brier": 0.6142779929117407
            },
            "fast_decisions_dev/restaurant_review": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 11,
              "accuracy": 0.11,
              "wilson95": [
                0.06254196357064568,
                0.18631296503080313
              ],
              "head_correct": 89,
              "heads": 200,
              "head_accuracy": 0.445,
              "coverage": 1.0,
              "accuracy_on_successful": 0.11,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": null,
              "answered_single_label_heads": 100,
              "ece10": 0.1365048534780268,
              "brier": 0.4019992178712932
            },
            "fast_decisions_dev/review_sentiment": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 69,
              "accuracy": 0.69,
              "wilson95": [
                0.5937394428051057,
                0.7722030278762395
              ],
              "head_correct": 69,
              "heads": 100,
              "head_accuracy": 0.69,
              "coverage": 1.0,
              "accuracy_on_successful": 0.69,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.6388749651907547,
              "answered_single_label_heads": 100,
              "ece10": 0.18190625379493863,
              "brier": 0.4107982617110339
            },
            "fast_decisions_dev/screen_tags": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 19,
              "accuracy": 0.19,
              "wilson95": [
                0.12514751509768735,
                0.27778845379064376
              ],
              "head_correct": 101,
              "heads": 200,
              "head_accuracy": 0.505,
              "coverage": 1.0,
              "accuracy_on_successful": 0.19,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": null,
              "answered_single_label_heads": 100,
              "ece10": 0.06662090387089349,
              "brier": 0.26720710588952845
            },
            "fast_decisions_dev/sports_recap": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 41,
              "accuracy": 0.41,
              "wilson95": [
                0.3186731302113651,
                0.5079856994658921
              ],
              "head_correct": 216,
              "heads": 300,
              "head_accuracy": 0.72,
              "coverage": 1.0,
              "accuracy_on_successful": 0.41,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": null,
              "answered_single_label_heads": 300,
              "ece10": 0.13294084866999298,
              "brier": 0.392761921647207
            },
            "fast_decisions_dev/support_intent": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 58,
              "accuracy": 0.58,
              "wilson95": [
                0.4820648670304296,
                0.6720161732564526
              ],
              "head_correct": 58,
              "heads": 100,
              "head_accuracy": 0.58,
              "coverage": 1.0,
              "accuracy_on_successful": 0.58,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.5402807859740634,
              "answered_single_label_heads": 100,
              "ece10": 0.0894188300828615,
              "brier": 0.5695480008927327
            },
            "fast_decisions_dev/support_topic": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 39,
              "accuracy": 0.39,
              "wilson95": [
                0.3001687400639441,
                0.4879698295415926
              ],
              "head_correct": 39,
              "heads": 100,
              "head_accuracy": 0.39,
              "coverage": 1.0,
              "accuracy_on_successful": 0.39,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.4147955707738317,
              "answered_single_label_heads": 100,
              "ece10": 0.23009233059165513,
              "brier": 0.827896101344405
            },
            "fast_decisions_dev/ticket_route": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 5,
              "accuracy": 0.05,
              "wilson95": [
                0.02154367915436796,
                0.11175046923191913
              ],
              "head_correct": 131,
              "heads": 300,
              "head_accuracy": 0.43666666666666665,
              "coverage": 1.0,
              "accuracy_on_successful": 0.05,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": null,
              "answered_single_label_heads": 300,
              "ece10": 0.2135844783932972,
              "brier": 0.7573977279418347
            },
            "fast_decisions_dev/travel_request": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 67,
              "accuracy": 0.67,
              "wilson95": [
                0.5730534379509052,
                0.7543687726587197
              ],
              "head_correct": 67,
              "heads": 100,
              "head_accuracy": 0.67,
              "coverage": 1.0,
              "accuracy_on_successful": 0.67,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.6447507378769238,
              "answered_single_label_heads": 100,
              "ece10": 0.09246153558655722,
              "brier": 0.4738765573005541
            },
            "laya_claim/news.replication": {
              "expected": 400,
              "attempted": 400,
              "complete": true,
              "correct": 316,
              "accuracy": 0.79,
              "wilson95": [
                0.7474205944599498,
                0.8270622748261584
              ],
              "head_correct": 316,
              "heads": 400,
              "head_accuracy": 0.79,
              "coverage": 1.0,
              "accuracy_on_successful": 0.79,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.7740969180674959,
              "answered_single_label_heads": 400,
              "ece10": 0.10576554114518641,
              "brier": 0.31872833618990426
            },
            "laya_claim/emotion.replication": {
              "expected": 400,
              "attempted": 400,
              "complete": true,
              "correct": 211,
              "accuracy": 0.5275,
              "wilson95": [
                0.4785460270872868,
                0.5759307967243268
              ],
              "head_correct": 211,
              "heads": 400,
              "head_accuracy": 0.5275,
              "coverage": 1.0,
              "accuracy_on_successful": 0.5275,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.4649925707696623,
              "answered_single_label_heads": 400,
              "ece10": 0.0847491299323404,
              "brier": 0.629633437357299
            },
            "laya_claim/spam.replication": {
              "expected": 400,
              "attempted": 400,
              "complete": true,
              "correct": 300,
              "accuracy": 0.75,
              "wilson95": [
                0.7053228670693259,
                0.7899209857635259
              ],
              "head_correct": 300,
              "heads": 400,
              "head_accuracy": 0.75,
              "coverage": 1.0,
              "accuracy_on_successful": 0.75,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.7406369955389562,
              "answered_single_label_heads": 400,
              "ece10": 0.11733714852799002,
              "brier": 0.3566888486461075
            },
            "laya_claim/phishing.replication": {
              "expected": 400,
              "attempted": 400,
              "complete": true,
              "correct": 306,
              "accuracy": 0.765,
              "wilson95": [
                0.7210494588154521,
                0.8039090251873708
              ],
              "head_correct": 306,
              "heads": 400,
              "head_accuracy": 0.765,
              "coverage": 1.0,
              "accuracy_on_successful": 0.765,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.7599530120789602,
              "answered_single_label_heads": 400,
              "ece10": 0.06989510769675708,
              "brier": 0.3455845205119977
            },
            "laya_claim/jailbreaking": {
              "expected": 400,
              "attempted": 400,
              "complete": true,
              "correct": 370,
              "accuracy": 0.925,
              "wilson95": [
                0.8949522937386957,
                0.9469622560771523
              ],
              "head_correct": 370,
              "heads": 400,
              "head_accuracy": 0.925,
              "coverage": 1.0,
              "accuracy_on_successful": 0.925,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.8828125,
              "answered_single_label_heads": 400,
              "ece10": 0.05792060191897319,
              "brier": 0.12325601266760891
            },
            "laya_claim/toxicity": {
              "expected": 400,
              "attempted": 400,
              "complete": true,
              "correct": 280,
              "accuracy": 0.7,
              "wilson95": [
                0.6533627542224784,
                0.7428323280438028
              ],
              "head_correct": 280,
              "heads": 400,
              "head_accuracy": 0.7,
              "coverage": 1.0,
              "accuracy_on_successful": 0.7,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.6808425756004148,
              "answered_single_label_heads": 400,
              "ece10": 0.06741079435616933,
              "brier": 0.41707686885730266
            },
            "laya_claim/intent": {
              "expected": 300,
              "attempted": 300,
              "complete": true,
              "correct": 254,
              "accuracy": 0.8466666666666667,
              "wilson95": [
                0.8015339429418983,
                0.8830335970090831
              ],
              "head_correct": 254,
              "heads": 300,
              "head_accuracy": 0.8466666666666667,
              "coverage": 1.0,
              "accuracy_on_successful": 0.8466666666666667,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": null,
              "answered_single_label_heads": 300,
              "ece10": 0.03855331808856283,
              "brier": 0.2118956389779299
            },
            "laya_claim/scenario": {
              "expected": 300,
              "attempted": 300,
              "complete": true,
              "correct": 230,
              "accuracy": 0.7666666666666667,
              "wilson95": [
                0.715618653578636,
                0.8109717617682728
              ],
              "head_correct": 230,
              "heads": 300,
              "head_accuracy": 0.7666666666666667,
              "coverage": 1.0,
              "accuracy_on_successful": 0.7666666666666667,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.724965719394862,
              "answered_single_label_heads": 300,
              "ece10": 0.056644465304332536,
              "brier": 0.35736411747108887
            },
            "massive_en": {
              "expected": 2948,
              "attempted": 2948,
              "complete": true,
              "correct": 1989,
              "accuracy": 0.6746947082767978,
              "wilson95": [
                0.6575652873232078,
                0.6913694418514074
              ],
              "head_correct": 1989,
              "heads": 2948,
              "head_accuracy": 0.6746947082767978,
              "coverage": 1.0,
              "accuracy_on_successful": 0.6746947082767978,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.6735496983713866,
              "answered_single_label_heads": 2948,
              "ece10": 0.14691230397846916,
              "brier": 0.4901519826634882
            },
            "massive_nb": {
              "expected": 2948,
              "attempted": 2948,
              "complete": true,
              "correct": 1551,
              "accuracy": 0.5261194029850746,
              "wilson95": [
                0.508072705278896,
                0.5440981183064348
              ],
              "head_correct": 1551,
              "heads": 2948,
              "head_accuracy": 0.5261194029850746,
              "coverage": 1.0,
              "accuracy_on_successful": 0.5261194029850746,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.5346075226507654,
              "answered_single_label_heads": 2948,
              "ece10": 0.19417659918332386,
              "brier": 0.6700835391326051
            },
            "norec_no": {
              "expected": 1173,
              "attempted": 1173,
              "complete": true,
              "correct": 626,
              "accuracy": 0.5336743393009378,
              "wilson95": [
                0.5050624307833703,
                0.5620664075218041
              ],
              "head_correct": 626,
              "heads": 1173,
              "head_accuracy": 0.5336743393009378,
              "coverage": 1.0,
              "accuracy_on_successful": 0.5336743393009378,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.508786544146597,
              "answered_single_label_heads": 1173,
              "ece10": 0.16360546283881439,
              "brier": 0.6029639859874418
            }
          }
        },
        "alternatives_typed": {
          "expected": 400,
          "attempted": 400,
          "evaluation_expected": 400,
          "suites": {
            "intern_claim/typed_decisions-test": {
              "expected": 400,
              "attempted": 400,
              "complete": true,
              "correct": 8,
              "accuracy": 0.02,
              "wilson95": [
                0.010168386791664645,
                0.03896341576926
              ],
              "head_correct": 922,
              "heads": 2000,
              "head_accuracy": 0.461,
              "coverage": 1.0,
              "accuracy_on_successful": 0.02,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": null,
              "answered_single_label_heads": 2000,
              "ece10": 0.2075431872315776,
              "brier": 0.710161608511819
            }
          }
        }
      }
    },
    "decision2-sol-2b": {
      "label": "Decision 2.0 Sol 2B",
      "source": "https://huggingface.co/vllm-sr/Decision-2.0-Sol-2B",
      "revision": "23cbe9f96dde4a7e1e6a238d576128bf73c5b09e",
      "public231": {
        "expected": 231,
        "attempted": 231,
        "complete": true,
        "correct": 166,
        "errors": 0,
        "tiers": {
          "jevbench_public/easy": {
            "n": 48,
            "correct": 48,
            "accuracy": 1.0,
            "strict_valid": 48,
            "valid": 48,
            "renormalized": 0
          },
          "jevbench_public/original": {
            "n": 72,
            "correct": 67,
            "accuracy": 0.9305555555555556,
            "strict_valid": 72,
            "valid": 72,
            "renormalized": 0
          },
          "jevbench_public/hard": {
            "n": 111,
            "correct": 51,
            "accuracy": 0.4594594594594595,
            "strict_valid": 111,
            "valid": 111,
            "renormalized": 0
          }
        },
        "accuracy": 0.7186147186147186
      },
      "shared_suites": {
        "jev_verified": {
          "expected": 300,
          "attempted": 300,
          "evaluation_expected": 300,
          "suites": {
            "jev_verified/agnews": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 80,
              "accuracy": 0.8,
              "wilson95": [
                0.7111708344068411,
                0.8666330666689676
              ],
              "head_correct": 80,
              "heads": 100,
              "head_accuracy": 0.8,
              "coverage": 1.0,
              "accuracy_on_successful": 0.8,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.7683881335553089,
              "answered_single_label_heads": 100,
              "ece10": 0.07808215492913945,
              "brier": 0.3094013777239084
            },
            "jev_verified/emotiondair": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 52,
              "accuracy": 0.52,
              "wilson95": [
                0.4231657776522397,
                0.615354482419481
              ],
              "head_correct": 52,
              "heads": 100,
              "head_accuracy": 0.52,
              "coverage": 1.0,
              "accuracy_on_successful": 0.52,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.4995189534035706,
              "answered_single_label_heads": 100,
              "ece10": 0.15807219682167148,
              "brier": 0.62230564883843
            },
            "jev_verified/banking77": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 89,
              "accuracy": 0.89,
              "wilson95": [
                0.8136870349691969,
                0.9374580364293543
              ],
              "head_correct": 89,
              "heads": 100,
              "head_accuracy": 0.89,
              "coverage": 1.0,
              "accuracy_on_successful": 0.89,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.8837962962962963,
              "answered_single_label_heads": 100,
              "ece10": 0.1219715402750424,
              "brier": 0.19393854356598175
            }
          }
        },
        "jev_fresh": {
          "expected": 1264,
          "attempted": 1264,
          "evaluation_expected": 848,
          "suites": {
            "fresh/news": {
              "expected": 200,
              "attempted": 200,
              "complete": true,
              "correct": 167,
              "accuracy": 0.835,
              "wilson95": [
                0.7773421846094045,
                0.8800314467178268
              ],
              "head_correct": 167,
              "heads": 200,
              "head_accuracy": 0.835,
              "coverage": 1.0,
              "accuracy_on_successful": 0.835,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.8358803069477516,
              "answered_single_label_heads": 200,
              "ece10": 0.039382858870365405,
              "brier": 0.23195408765393105
            },
            "fresh/emotion": {
              "expected": 200,
              "attempted": 200,
              "complete": true,
              "correct": 58,
              "accuracy": 0.29,
              "wilson95": [
                0.23154025607067882,
                0.3563747810077731
              ],
              "head_correct": 58,
              "heads": 200,
              "head_accuracy": 0.29,
              "coverage": 1.0,
              "accuracy_on_successful": 0.29,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.09528666751668154,
              "answered_single_label_heads": 200,
              "ece10": 0.07738324240289889,
              "brier": 0.8155000339764635
            },
            "fresh/spam": {
              "expected": 200,
              "attempted": 200,
              "complete": true,
              "correct": 149,
              "accuracy": 0.745,
              "wilson95": [
                0.6803707417954529,
                0.8003950482796865
              ],
              "head_correct": 149,
              "heads": 200,
              "head_accuracy": 0.745,
              "coverage": 1.0,
              "accuracy_on_successful": 0.745,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.7439180537772088,
              "answered_single_label_heads": 200,
              "ece10": 0.06877994921058281,
              "brier": 0.3403342681089129
            },
            "fresh/phishing": {
              "expected": 200,
              "attempted": 200,
              "complete": true,
              "correct": 172,
              "accuracy": 0.86,
              "wilson95": [
                0.8051011913429243,
                0.9013301736654437
              ],
              "head_correct": 172,
              "heads": 200,
              "head_accuracy": 0.86,
              "coverage": 1.0,
              "accuracy_on_successful": 0.86,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.8514431239388794,
              "answered_single_label_heads": 200,
              "ece10": 0.05861484046555323,
              "brier": 0.23538100457286404
            },
            "fresh_business/routing/en": {
              "expected": 12,
              "attempted": 12,
              "complete": true,
              "correct": 7,
              "accuracy": 0.5833333333333334,
              "wilson95": [
                0.31951131254954973,
                0.8067396863412435
              ],
              "head_correct": 7,
              "heads": 12,
              "head_accuracy": 0.5833333333333334,
              "coverage": 1.0,
              "accuracy_on_successful": 0.5833333333333334,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.5555555555555556,
              "answered_single_label_heads": 12,
              "ece10": 0.23117896642679361,
              "brier": 0.42842671963849815
            },
            "fresh_business/routing/nb": {
              "expected": 12,
              "attempted": 12,
              "complete": true,
              "correct": 7,
              "accuracy": 0.5833333333333334,
              "wilson95": [
                0.31951131254954973,
                0.8067396863412435
              ],
              "head_correct": 7,
              "heads": 12,
              "head_accuracy": 0.5833333333333334,
              "coverage": 1.0,
              "accuracy_on_successful": 0.5833333333333334,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.5504761904761905,
              "answered_single_label_heads": 12,
              "ece10": 0.12113809839010516,
              "brier": 0.5830241232759327
            },
            "fresh_business/documents/en": {
              "expected": 12,
              "attempted": 12,
              "complete": true,
              "correct": 12,
              "accuracy": 1.0,
              "wilson95": [
                0.7575059933447592,
                1.0
              ],
              "head_correct": 12,
              "heads": 12,
              "head_accuracy": 1.0,
              "coverage": 1.0,
              "accuracy_on_successful": 1.0,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 1.0,
              "answered_single_label_heads": 12,
              "ece10": 0.08244879735252686,
              "brier": 0.02217850312387622
            },
            "fresh_business/documents/nb": {
              "expected": 12,
              "attempted": 12,
              "complete": true,
              "correct": 12,
              "accuracy": 1.0,
              "wilson95": [
                0.7575059933447592,
                1.0
              ],
              "head_correct": 12,
              "heads": 12,
              "head_accuracy": 1.0,
              "coverage": 1.0,
              "accuracy_on_successful": 1.0,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 1.0,
              "answered_single_label_heads": 12,
              "ece10": 0.13675118534536745,
              "brier": 0.05248382037510425
            }
          }
        },
        "alternatives": {
          "expected": 12341,
          "attempted": 12341,
          "evaluation_expected": 12341,
          "suites": {
            "industry/routing/en": {
              "expected": 40,
              "attempted": 40,
              "complete": true,
              "correct": 35,
              "accuracy": 0.875,
              "wilson95": [
                0.738878801611489,
                0.945404997490546
              ],
              "head_correct": 35,
              "heads": 40,
              "head_accuracy": 0.875,
              "coverage": 1.0,
              "accuracy_on_successful": 0.875,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.8804636591478696,
              "answered_single_label_heads": 40,
              "ece10": 0.19371464405577096,
              "brier": 0.2449728866932142
            },
            "industry/routing/en/reversed": {
              "expected": 40,
              "attempted": 40,
              "complete": true,
              "correct": 31,
              "accuracy": 0.775,
              "wilson95": [
                0.6249690325768998,
                0.8768390867645927
              ],
              "head_correct": 31,
              "heads": 40,
              "head_accuracy": 0.775,
              "coverage": 1.0,
              "accuracy_on_successful": 0.775,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.7725763125763127,
              "answered_single_label_heads": 40,
              "ece10": 0.16349289143399845,
              "brier": 0.2856541036449992
            },
            "industry/routing/nb": {
              "expected": 40,
              "attempted": 40,
              "complete": true,
              "correct": 30,
              "accuracy": 0.75,
              "wilson95": [
                0.5980603857923197,
                0.858128813609037
              ],
              "head_correct": 30,
              "heads": 40,
              "head_accuracy": 0.75,
              "coverage": 1.0,
              "accuracy_on_successful": 0.75,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.7588461538461538,
              "answered_single_label_heads": 40,
              "ece10": 0.13051176375969467,
              "brier": 0.4038104223237731
            },
            "industry/routing/nb/reversed": {
              "expected": 40,
              "attempted": 40,
              "complete": true,
              "correct": 28,
              "accuracy": 0.7,
              "wilson95": [
                0.5456998118185507,
                0.8192515477025347
              ],
              "head_correct": 28,
              "heads": 40,
              "head_accuracy": 0.7,
              "coverage": 1.0,
              "accuracy_on_successful": 0.7,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.7047619047619047,
              "answered_single_label_heads": 40,
              "ece10": 0.1413429391457714,
              "brier": 0.40460690387556825
            },
            "industry/documents/en": {
              "expected": 28,
              "attempted": 28,
              "complete": true,
              "correct": 28,
              "accuracy": 1.0,
              "wilson95": [
                0.8793566952341543,
                0.9999999999999998
              ],
              "head_correct": 28,
              "heads": 28,
              "head_accuracy": 1.0,
              "coverage": 1.0,
              "accuracy_on_successful": 1.0,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 1.0,
              "answered_single_label_heads": 28,
              "ece10": 0.07568117735070633,
              "brier": 0.021222758396229637
            },
            "industry/documents/en/reversed": {
              "expected": 28,
              "attempted": 28,
              "complete": true,
              "correct": 27,
              "accuracy": 0.9642857142857143,
              "wilson95": [
                0.8228780225664668,
                0.9936674801509623
              ],
              "head_correct": 27,
              "heads": 28,
              "head_accuracy": 0.9642857142857143,
              "coverage": 1.0,
              "accuracy_on_successful": 0.9642857142857143,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.9641025641025642,
              "answered_single_label_heads": 28,
              "ece10": 0.11943105964889364,
              "brier": 0.05283006751609493
            },
            "industry/documents/nb": {
              "expected": 28,
              "attempted": 28,
              "complete": true,
              "correct": 28,
              "accuracy": 1.0,
              "wilson95": [
                0.8793566952341543,
                0.9999999999999998
              ],
              "head_correct": 28,
              "heads": 28,
              "head_accuracy": 1.0,
              "coverage": 1.0,
              "accuracy_on_successful": 1.0,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 1.0,
              "answered_single_label_heads": 28,
              "ece10": 0.08926798044883773,
              "brier": 0.023868708079755625
            },
            "industry/documents/nb/reversed": {
              "expected": 28,
              "attempted": 28,
              "complete": true,
              "correct": 27,
              "accuracy": 0.9642857142857143,
              "wilson95": [
                0.8228780225664668,
                0.9936674801509623
              ],
              "head_correct": 27,
              "heads": 28,
              "head_accuracy": 0.9642857142857143,
              "coverage": 1.0,
              "accuracy_on_successful": 0.9642857142857143,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.9641025641025642,
              "answered_single_label_heads": 28,
              "ece10": 0.12158132694568302,
              "brier": 0.08984177103004642
            },
            "jev_native/agnews": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 80,
              "accuracy": 0.8,
              "wilson95": [
                0.7111708344068411,
                0.8666330666689676
              ],
              "head_correct": 80,
              "heads": 100,
              "head_accuracy": 0.8,
              "coverage": 1.0,
              "accuracy_on_successful": 0.8,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.7854016550825061,
              "answered_single_label_heads": 100,
              "ece10": 0.06880886073700877,
              "brier": 0.2487869154143886
            },
            "jev_native/emotiondair": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 49,
              "accuracy": 0.49,
              "wilson95": [
                0.3942199893044113,
                0.5865198806597283
              ],
              "head_correct": 49,
              "heads": 100,
              "head_accuracy": 0.49,
              "coverage": 1.0,
              "accuracy_on_successful": 0.49,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.4889382783404523,
              "answered_single_label_heads": 100,
              "ece10": 0.207736097870836,
              "brier": 0.6431851926066946
            },
            "jev_native/banking77": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 90,
              "accuracy": 0.9,
              "wilson95": [
                0.8256343384950865,
                0.9447708629393249
              ],
              "head_correct": 90,
              "heads": 100,
              "head_accuracy": 0.9,
              "coverage": 1.0,
              "accuracy_on_successful": 0.9,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.8912037037037036,
              "answered_single_label_heads": 100,
              "ece10": 0.12821954524762152,
              "brier": 0.19889295141911487
            },
            "fast_decisions_dev/agent_handoff": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 75,
              "accuracy": 0.75,
              "wilson95": [
                0.656955364519384,
                0.8245478863771232
              ],
              "head_correct": 75,
              "heads": 100,
              "head_accuracy": 0.75,
              "coverage": 1.0,
              "accuracy_on_successful": 0.75,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.7333333333333334,
              "answered_single_label_heads": 100,
              "ece10": 0.059437624941391695,
              "brier": 0.3660810709197845
            },
            "fast_decisions_dev/banking_intent": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 55,
              "accuracy": 0.55,
              "wilson95": [
                0.45244602997442135,
                0.6438546202048803
              ],
              "head_correct": 55,
              "heads": 100,
              "head_accuracy": 0.55,
              "coverage": 1.0,
              "accuracy_on_successful": 0.55,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.5357259215635175,
              "answered_single_label_heads": 100,
              "ece10": 0.0922466182484411,
              "brier": 0.6015201792387319
            },
            "fast_decisions_dev/benefits_request": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 50,
              "accuracy": 0.5,
              "wilson95": [
                0.4038315303659956,
                0.5961684696340044
              ],
              "head_correct": 144,
              "heads": 200,
              "head_accuracy": 0.72,
              "coverage": 1.0,
              "accuracy_on_successful": 0.5,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": null,
              "answered_single_label_heads": 200,
              "ece10": 0.08153269226712541,
              "brier": 0.3842651821117649
            },
            "fast_decisions_dev/clinic_request": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 38,
              "accuracy": 0.38,
              "wilson95": [
                0.29097599252478734,
                0.47790244704488916
              ],
              "head_correct": 125,
              "heads": 200,
              "head_accuracy": 0.625,
              "coverage": 1.0,
              "accuracy_on_successful": 0.38,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": null,
              "answered_single_label_heads": 200,
              "ece10": 0.07340707112581586,
              "brier": 0.47832212599657997
            },
            "fast_decisions_dev/document_type": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 80,
              "accuracy": 0.8,
              "wilson95": [
                0.7111708344068411,
                0.8666330666689676
              ],
              "head_correct": 80,
              "heads": 100,
              "head_accuracy": 0.8,
              "coverage": 1.0,
              "accuracy_on_successful": 0.8,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.7491205500133119,
              "answered_single_label_heads": 100,
              "ece10": 0.08729988193788625,
              "brier": 0.340338436666961
            },
            "fast_decisions_dev/email_triage": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 7,
              "accuracy": 0.07,
              "wilson95": [
                0.03431926106727268,
                0.137495147390735
              ],
              "head_correct": 206,
              "heads": 400,
              "head_accuracy": 0.515,
              "coverage": 1.0,
              "accuracy_on_successful": 0.07,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": null,
              "answered_single_label_heads": 400,
              "ece10": 0.22052586147484474,
              "brier": 0.7049394635209565
            },
            "fast_decisions_dev/news_topic": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 58,
              "accuracy": 0.58,
              "wilson95": [
                0.4820648670304296,
                0.6720161732564526
              ],
              "head_correct": 58,
              "heads": 100,
              "head_accuracy": 0.58,
              "coverage": 1.0,
              "accuracy_on_successful": 0.58,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.5622239619311903,
              "answered_single_label_heads": 100,
              "ece10": 0.13386536972081378,
              "brier": 0.5509757939815427
            },
            "fast_decisions_dev/paper_field": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 41,
              "accuracy": 0.41,
              "wilson95": [
                0.3186731302113651,
                0.5079856994658921
              ],
              "head_correct": 41,
              "heads": 100,
              "head_accuracy": 0.41,
              "coverage": 1.0,
              "accuracy_on_successful": 0.41,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.38605548025661884,
              "answered_single_label_heads": 100,
              "ece10": 0.08078339929395337,
              "brier": 0.7357031221127025
            },
            "fast_decisions_dev/product_feedback": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 3,
              "accuracy": 0.03,
              "wilson95": [
                0.010254524024038925,
                0.0845193642905276
              ],
              "head_correct": 68,
              "heads": 200,
              "head_accuracy": 0.34,
              "coverage": 1.0,
              "accuracy_on_successful": 0.03,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": null,
              "answered_single_label_heads": 100,
              "ece10": 0.08963781350552533,
              "brier": 0.5069165762092337
            },
            "fast_decisions_dev/restaurant_review": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 19,
              "accuracy": 0.19,
              "wilson95": [
                0.12514751509768735,
                0.27778845379064376
              ],
              "head_correct": 102,
              "heads": 200,
              "head_accuracy": 0.51,
              "coverage": 1.0,
              "accuracy_on_successful": 0.19,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": null,
              "answered_single_label_heads": 100,
              "ece10": 0.09250068984968213,
              "brier": 0.36318823495473573
            },
            "fast_decisions_dev/review_sentiment": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 76,
              "accuracy": 0.76,
              "wilson95": [
                0.6676766365018553,
                0.8330867444305122
              ],
              "head_correct": 76,
              "heads": 100,
              "head_accuracy": 0.76,
              "coverage": 1.0,
              "accuracy_on_successful": 0.76,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.7498889066638226,
              "answered_single_label_heads": 100,
              "ece10": 0.10542693973034115,
              "brier": 0.35173023530399233
            },
            "fast_decisions_dev/screen_tags": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 18,
              "accuracy": 0.18,
              "wilson95": [
                0.1170022549894635,
                0.2666735838630073
              ],
              "head_correct": 100,
              "heads": 200,
              "head_accuracy": 0.5,
              "coverage": 1.0,
              "accuracy_on_successful": 0.18,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": null,
              "answered_single_label_heads": 100,
              "ece10": 0.09269865931462724,
              "brier": 0.27632859578900426
            },
            "fast_decisions_dev/sports_recap": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 44,
              "accuracy": 0.44,
              "wilson95": [
                0.34672026630160796,
                0.5377189534832302
              ],
              "head_correct": 229,
              "heads": 300,
              "head_accuracy": 0.7633333333333333,
              "coverage": 1.0,
              "accuracy_on_successful": 0.44,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": null,
              "answered_single_label_heads": 300,
              "ece10": 0.025166218706536132,
              "brier": 0.3509157403784562
            },
            "fast_decisions_dev/support_intent": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 55,
              "accuracy": 0.55,
              "wilson95": [
                0.45244602997442135,
                0.6438546202048803
              ],
              "head_correct": 55,
              "heads": 100,
              "head_accuracy": 0.55,
              "coverage": 1.0,
              "accuracy_on_successful": 0.55,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.54027305560919,
              "answered_single_label_heads": 100,
              "ece10": 0.1501719737746777,
              "brier": 0.5918594055699193
            },
            "fast_decisions_dev/support_topic": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 49,
              "accuracy": 0.49,
              "wilson95": [
                0.3942199893044113,
                0.5865198806597283
              ],
              "head_correct": 49,
              "heads": 100,
              "head_accuracy": 0.49,
              "coverage": 1.0,
              "accuracy_on_successful": 0.49,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.4917492229992229,
              "answered_single_label_heads": 100,
              "ece10": 0.07835742492090617,
              "brier": 0.7128276173154156
            },
            "fast_decisions_dev/ticket_route": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 11,
              "accuracy": 0.11,
              "wilson95": [
                0.06254196357064568,
                0.18631296503080313
              ],
              "head_correct": 147,
              "heads": 300,
              "head_accuracy": 0.49,
              "coverage": 1.0,
              "accuracy_on_successful": 0.11,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": null,
              "answered_single_label_heads": 300,
              "ece10": 0.058607769691736145,
              "brier": 0.6450734140324356
            },
            "fast_decisions_dev/travel_request": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 66,
              "accuracy": 0.66,
              "wilson95": [
                0.5627772885472462,
                0.7453847920265184
              ],
              "head_correct": 66,
              "heads": 100,
              "head_accuracy": 0.66,
              "coverage": 1.0,
              "accuracy_on_successful": 0.66,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.6390741913458632,
              "answered_single_label_heads": 100,
              "ece10": 0.12051706228728479,
              "brier": 0.5321099923317381
            },
            "laya_claim/news.replication": {
              "expected": 400,
              "attempted": 400,
              "complete": true,
              "correct": 328,
              "accuracy": 0.82,
              "wilson95": [
                0.7793624469518832,
                0.8545496846741669
              ],
              "head_correct": 328,
              "heads": 400,
              "head_accuracy": 0.82,
              "coverage": 1.0,
              "accuracy_on_successful": 0.82,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.8029231453826189,
              "answered_single_label_heads": 400,
              "ece10": 0.07587187458735661,
              "brier": 0.2684407259700472
            },
            "laya_claim/emotion.replication": {
              "expected": 400,
              "attempted": 400,
              "complete": true,
              "correct": 126,
              "accuracy": 0.315,
              "wilson95": [
                0.2714209156648816,
                0.3620986332388081
              ],
              "head_correct": 126,
              "heads": 400,
              "head_accuracy": 0.315,
              "coverage": 1.0,
              "accuracy_on_successful": 0.315,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.11412583916058205,
              "answered_single_label_heads": 400,
              "ece10": 0.10085037181619065,
              "brier": 0.8115939551891656
            },
            "laya_claim/spam.replication": {
              "expected": 400,
              "attempted": 400,
              "complete": true,
              "correct": 320,
              "accuracy": 0.8,
              "wilson95": [
                0.758029683133299,
                0.8362629402661231
              ],
              "head_correct": 320,
              "heads": 400,
              "head_accuracy": 0.8,
              "coverage": 1.0,
              "accuracy_on_successful": 0.8,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.7993931643220743,
              "answered_single_label_heads": 400,
              "ece10": 0.0465617772911906,
              "brier": 0.2738771950354416
            },
            "laya_claim/phishing.replication": {
              "expected": 400,
              "attempted": 400,
              "complete": true,
              "correct": 341,
              "accuracy": 0.8525,
              "wilson95": [
                0.8143999058527144,
                0.8838939266416067
              ],
              "head_correct": 341,
              "heads": 400,
              "head_accuracy": 0.8525,
              "coverage": 1.0,
              "accuracy_on_successful": 0.8525,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.8471255060728745,
              "answered_single_label_heads": 400,
              "ece10": 0.057849737551275746,
              "brier": 0.22233104026828937
            },
            "laya_claim/jailbreaking": {
              "expected": 400,
              "attempted": 400,
              "complete": true,
              "correct": 367,
              "accuracy": 0.9175,
              "wilson95": [
                0.8864031104605777,
                0.9406541237702847
              ],
              "head_correct": 367,
              "heads": 400,
              "head_accuracy": 0.9175,
              "coverage": 1.0,
              "accuracy_on_successful": 0.9175,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.8856935027147793,
              "answered_single_label_heads": 400,
              "ece10": 0.06758592205181282,
              "brier": 0.13321024752441288
            },
            "laya_claim/toxicity": {
              "expected": 400,
              "attempted": 400,
              "complete": true,
              "correct": 316,
              "accuracy": 0.79,
              "wilson95": [
                0.7474205944599498,
                0.8270622748261584
              ],
              "head_correct": 316,
              "heads": 400,
              "head_accuracy": 0.79,
              "coverage": 1.0,
              "accuracy_on_successful": 0.79,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.7892412685668406,
              "answered_single_label_heads": 400,
              "ece10": 0.055856382336404276,
              "brier": 0.3258298909494575
            },
            "laya_claim/intent": {
              "expected": 300,
              "attempted": 300,
              "complete": true,
              "correct": 254,
              "accuracy": 0.8466666666666667,
              "wilson95": [
                0.8015339429418983,
                0.8830335970090831
              ],
              "head_correct": 254,
              "heads": 300,
              "head_accuracy": 0.8466666666666667,
              "coverage": 1.0,
              "accuracy_on_successful": 0.8466666666666667,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": null,
              "answered_single_label_heads": 300,
              "ece10": 0.05422101177321819,
              "brier": 0.19468136682980508
            },
            "laya_claim/scenario": {
              "expected": 300,
              "attempted": 300,
              "complete": true,
              "correct": 217,
              "accuracy": 0.7233333333333334,
              "wilson95": [
                0.6701300560341223,
                0.7708894168189138
              ],
              "head_correct": 217,
              "heads": 300,
              "head_accuracy": 0.7233333333333334,
              "coverage": 1.0,
              "accuracy_on_successful": 0.7233333333333334,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.6989892901100611,
              "answered_single_label_heads": 300,
              "ece10": 0.06595443036733628,
              "brier": 0.3922997052768056
            },
            "massive_en": {
              "expected": 2948,
              "attempted": 2948,
              "complete": true,
              "correct": 2165,
              "accuracy": 0.7343962008141113,
              "wilson95": [
                0.7181557430936916,
                0.7500265828473942
              ],
              "head_correct": 2165,
              "heads": 2948,
              "head_accuracy": 0.7343962008141113,
              "coverage": 1.0,
              "accuracy_on_successful": 0.7343962008141113,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.7246696078366311,
              "answered_single_label_heads": 2948,
              "ece10": 0.04883348534706847,
              "brier": 0.3814263240443554
            },
            "massive_nb": {
              "expected": 2948,
              "attempted": 2948,
              "complete": true,
              "correct": 1898,
              "accuracy": 0.6438263229308006,
              "wilson95": [
                0.6263631846040778,
                0.6609151166969647
              ],
              "head_correct": 1898,
              "heads": 2948,
              "head_accuracy": 0.6438263229308006,
              "coverage": 1.0,
              "accuracy_on_successful": 0.6438263229308006,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.6461877179332203,
              "answered_single_label_heads": 2948,
              "ece10": 0.06535133300598188,
              "brier": 0.4862412561185921
            },
            "norec_no": {
              "expected": 1173,
              "attempted": 1173,
              "complete": true,
              "correct": 671,
              "accuracy": 0.5720375106564365,
              "wilson95": [
                0.5435327924347861,
                0.6000719376104604
              ],
              "head_correct": 671,
              "heads": 1173,
              "head_accuracy": 0.5720375106564365,
              "coverage": 1.0,
              "accuracy_on_successful": 0.5720375106564365,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.5618515858531928,
              "answered_single_label_heads": 1173,
              "ece10": 0.05439335389477179,
              "brier": 0.5329661644692806
            }
          }
        },
        "alternatives_typed": {
          "expected": 400,
          "attempted": 400,
          "evaluation_expected": 400,
          "suites": {
            "intern_claim/typed_decisions-test": {
              "expected": 400,
              "attempted": 400,
              "complete": true,
              "correct": 25,
              "accuracy": 0.0625,
              "wilson95": [
                0.04268914141220244,
                0.09063411613030699
              ],
              "head_correct": 1102,
              "heads": 2000,
              "head_accuracy": 0.551,
              "coverage": 1.0,
              "accuracy_on_successful": 0.0625,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": null,
              "answered_single_label_heads": 2000,
              "ece10": 0.05980603739468885,
              "brier": 0.555920117850975
            }
          }
        }
      }
    },
    "decision2-nox-4b": {
      "label": "Decision 2.0 Nox 4B",
      "source": "https://huggingface.co/vllm-sr/Decision-2.0-Nox-4B",
      "revision": "25e8f67d1b486c647222df3aac640d2d5d736bbe",
      "public231": {
        "expected": 231,
        "attempted": 231,
        "complete": true,
        "correct": 185,
        "errors": 0,
        "tiers": {
          "jevbench_public/easy": {
            "n": 48,
            "correct": 48,
            "accuracy": 1.0,
            "strict_valid": 48,
            "valid": 48,
            "renormalized": 0
          },
          "jevbench_public/original": {
            "n": 72,
            "correct": 68,
            "accuracy": 0.9444444444444444,
            "strict_valid": 72,
            "valid": 72,
            "renormalized": 0
          },
          "jevbench_public/hard": {
            "n": 111,
            "correct": 69,
            "accuracy": 0.6216216216216216,
            "strict_valid": 111,
            "valid": 111,
            "renormalized": 0
          }
        },
        "accuracy": 0.8008658008658008
      },
      "shared_suites": {
        "jev_verified": {
          "expected": 300,
          "attempted": 300,
          "evaluation_expected": 300,
          "suites": {
            "jev_verified/agnews": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 85,
              "accuracy": 0.85,
              "wilson95": [
                0.7671644040916763,
                0.9069401471634337
              ],
              "head_correct": 85,
              "heads": 100,
              "head_accuracy": 0.85,
              "coverage": 1.0,
              "accuracy_on_successful": 0.85,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.829952700683251,
              "answered_single_label_heads": 100,
              "ece10": 0.08115424039441346,
              "brier": 0.21375037475498065
            },
            "jev_verified/emotiondair": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 51,
              "accuracy": 0.51,
              "wilson95": [
                0.4134801193402717,
                0.6057800106955886
              ],
              "head_correct": 51,
              "heads": 100,
              "head_accuracy": 0.51,
              "coverage": 1.0,
              "accuracy_on_successful": 0.51,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.512612734192676,
              "answered_single_label_heads": 100,
              "ece10": 0.13195013443187742,
              "brier": 0.6377739569814431
            },
            "jev_verified/banking77": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 86,
              "accuracy": 0.86,
              "wilson95": [
                0.7786281178903616,
                0.9147365634006086
              ],
              "head_correct": 86,
              "heads": 100,
              "head_accuracy": 0.86,
              "coverage": 1.0,
              "accuracy_on_successful": 0.86,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.8574074074074073,
              "answered_single_label_heads": 100,
              "ece10": 0.11018888794998132,
              "brier": 0.23113922068027315
            }
          }
        },
        "jev_fresh": {
          "expected": 1264,
          "attempted": 1264,
          "evaluation_expected": 848,
          "suites": {
            "fresh/news": {
              "expected": 200,
              "attempted": 200,
              "complete": true,
              "correct": 174,
              "accuracy": 0.87,
              "wilson95": [
                0.8163364812775159,
                0.9097179772033067
              ],
              "head_correct": 174,
              "heads": 200,
              "head_accuracy": 0.87,
              "coverage": 1.0,
              "accuracy_on_successful": 0.87,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.8726788168578128,
              "answered_single_label_heads": 200,
              "ece10": 0.05494446091773509,
              "brier": 0.19891208857638365
            },
            "fresh/emotion": {
              "expected": 200,
              "attempted": 200,
              "complete": true,
              "correct": 118,
              "accuracy": 0.59,
              "wilson95": [
                0.5207645903369208,
                0.6558432509151711
              ],
              "head_correct": 118,
              "heads": 200,
              "head_accuracy": 0.59,
              "coverage": 1.0,
              "accuracy_on_successful": 0.59,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.461245944971765,
              "answered_single_label_heads": 200,
              "ece10": 0.12635538256318152,
              "brier": 0.61429039464794
            },
            "fresh/spam": {
              "expected": 200,
              "attempted": 200,
              "complete": true,
              "correct": 186,
              "accuracy": 0.93,
              "wilson95": [
                0.8859451911438936,
                0.9578478281716571
              ],
              "head_correct": 186,
              "heads": 200,
              "head_accuracy": 0.93,
              "coverage": 1.0,
              "accuracy_on_successful": 0.93,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.9294283697953423,
              "answered_single_label_heads": 200,
              "ece10": 0.051246475070312644,
              "brier": 0.1209913187821238
            },
            "fresh/phishing": {
              "expected": 200,
              "attempted": 200,
              "complete": true,
              "correct": 185,
              "accuracy": 0.925,
              "wilson95": [
                0.8799563897637055,
                0.954025082815618
              ],
              "head_correct": 185,
              "heads": 200,
              "head_accuracy": 0.925,
              "coverage": 1.0,
              "accuracy_on_successful": 0.925,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.9206160196872271,
              "answered_single_label_heads": 200,
              "ece10": 0.060558283396076835,
              "brier": 0.11696930074108831
            },
            "fresh_business/routing/en": {
              "expected": 12,
              "attempted": 12,
              "complete": true,
              "correct": 10,
              "accuracy": 0.8333333333333334,
              "wilson95": [
                0.5519691377470266,
                0.9530348578161463
              ],
              "head_correct": 10,
              "heads": 12,
              "head_accuracy": 0.8333333333333334,
              "coverage": 1.0,
              "accuracy_on_successful": 0.8333333333333334,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.8533333333333333,
              "answered_single_label_heads": 12,
              "ece10": 0.13423910085356627,
              "brier": 0.1973404436470384
            },
            "fresh_business/routing/nb": {
              "expected": 12,
              "attempted": 12,
              "complete": true,
              "correct": 10,
              "accuracy": 0.8333333333333334,
              "wilson95": [
                0.5519691377470266,
                0.9530348578161463
              ],
              "head_correct": 10,
              "heads": 12,
              "head_accuracy": 0.8333333333333334,
              "coverage": 1.0,
              "accuracy_on_successful": 0.8333333333333334,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.8533333333333333,
              "answered_single_label_heads": 12,
              "ece10": 0.21504290432537748,
              "brier": 0.30312594381380104
            },
            "fresh_business/documents/en": {
              "expected": 12,
              "attempted": 12,
              "complete": true,
              "correct": 11,
              "accuracy": 0.9166666666666666,
              "wilson95": [
                0.646120088858883,
                0.9851349055950829
              ],
              "head_correct": 11,
              "heads": 12,
              "head_accuracy": 0.9166666666666666,
              "coverage": 1.0,
              "accuracy_on_successful": 0.9166666666666666,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.9142857142857143,
              "answered_single_label_heads": 12,
              "ece10": 0.09784653392831888,
              "brier": 0.065169349697962
            },
            "fresh_business/documents/nb": {
              "expected": 12,
              "attempted": 12,
              "complete": true,
              "correct": 12,
              "accuracy": 1.0,
              "wilson95": [
                0.7575059933447592,
                1.0
              ],
              "head_correct": 12,
              "heads": 12,
              "head_accuracy": 1.0,
              "coverage": 1.0,
              "accuracy_on_successful": 1.0,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 1.0,
              "answered_single_label_heads": 12,
              "ece10": 0.06361458369723726,
              "brier": 0.01778003201564767
            }
          }
        },
        "alternatives": {
          "expected": 12341,
          "attempted": 12341,
          "evaluation_expected": 12341,
          "suites": {
            "industry/routing/en": {
              "expected": 40,
              "attempted": 40,
              "complete": true,
              "correct": 38,
              "accuracy": 0.95,
              "wilson95": [
                0.8349612263085903,
                0.9861793326138516
              ],
              "head_correct": 38,
              "heads": 40,
              "head_accuracy": 0.95,
              "coverage": 1.0,
              "accuracy_on_successful": 0.95,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.9498039215686275,
              "answered_single_label_heads": 40,
              "ece10": 0.09826164089761917,
              "brier": 0.10381527113289994
            },
            "industry/routing/en/reversed": {
              "expected": 40,
              "attempted": 40,
              "complete": true,
              "correct": 38,
              "accuracy": 0.95,
              "wilson95": [
                0.8349612263085903,
                0.9861793326138516
              ],
              "head_correct": 38,
              "heads": 40,
              "head_accuracy": 0.95,
              "coverage": 1.0,
              "accuracy_on_successful": 0.95,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.9498039215686275,
              "answered_single_label_heads": 40,
              "ece10": 0.11505517163475147,
              "brier": 0.13641782933683821
            },
            "industry/routing/nb": {
              "expected": 40,
              "attempted": 40,
              "complete": true,
              "correct": 35,
              "accuracy": 0.875,
              "wilson95": [
                0.738878801611489,
                0.945404997490546
              ],
              "head_correct": 35,
              "heads": 40,
              "head_accuracy": 0.875,
              "coverage": 1.0,
              "accuracy_on_successful": 0.875,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.8625816993464053,
              "answered_single_label_heads": 40,
              "ece10": 0.11931748225382628,
              "brier": 0.16712662820186627
            },
            "industry/routing/nb/reversed": {
              "expected": 40,
              "attempted": 40,
              "complete": true,
              "correct": 34,
              "accuracy": 0.85,
              "wilson95": [
                0.709276756335103,
                0.9293881228267964
              ],
              "head_correct": 34,
              "heads": 40,
              "head_accuracy": 0.85,
              "coverage": 1.0,
              "accuracy_on_successful": 0.85,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.8415686274509804,
              "answered_single_label_heads": 40,
              "ece10": 0.08488533530926969,
              "brier": 0.2244684670349657
            },
            "industry/documents/en": {
              "expected": 28,
              "attempted": 28,
              "complete": true,
              "correct": 28,
              "accuracy": 1.0,
              "wilson95": [
                0.8793566952341543,
                0.9999999999999998
              ],
              "head_correct": 28,
              "heads": 28,
              "head_accuracy": 1.0,
              "coverage": 1.0,
              "accuracy_on_successful": 1.0,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 1.0,
              "answered_single_label_heads": 28,
              "ece10": 0.042052975183637015,
              "brier": 0.008709071702229102
            },
            "industry/documents/en/reversed": {
              "expected": 28,
              "attempted": 28,
              "complete": true,
              "correct": 27,
              "accuracy": 0.9642857142857143,
              "wilson95": [
                0.8228780225664668,
                0.9936674801509623
              ],
              "head_correct": 27,
              "heads": 28,
              "head_accuracy": 0.9642857142857143,
              "coverage": 1.0,
              "accuracy_on_successful": 0.9642857142857143,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.9641025641025642,
              "answered_single_label_heads": 28,
              "ece10": 0.055568611295082525,
              "brier": 0.027459085021526775
            },
            "industry/documents/nb": {
              "expected": 28,
              "attempted": 28,
              "complete": true,
              "correct": 28,
              "accuracy": 1.0,
              "wilson95": [
                0.8793566952341543,
                0.9999999999999998
              ],
              "head_correct": 28,
              "heads": 28,
              "head_accuracy": 1.0,
              "coverage": 1.0,
              "accuracy_on_successful": 1.0,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 1.0,
              "answered_single_label_heads": 28,
              "ece10": 0.06513701731431297,
              "brier": 0.016751869651559066
            },
            "industry/documents/nb/reversed": {
              "expected": 28,
              "attempted": 28,
              "complete": true,
              "correct": 28,
              "accuracy": 1.0,
              "wilson95": [
                0.8793566952341543,
                0.9999999999999998
              ],
              "head_correct": 28,
              "heads": 28,
              "head_accuracy": 1.0,
              "coverage": 1.0,
              "accuracy_on_successful": 1.0,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 1.0,
              "answered_single_label_heads": 28,
              "ece10": 0.06980432875210964,
              "brier": 0.01784443553567067
            },
            "jev_native/agnews": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 88,
              "accuracy": 0.88,
              "wilson95": [
                0.8018790057328857,
                0.9300059356298052
              ],
              "head_correct": 88,
              "heads": 100,
              "head_accuracy": 0.88,
              "coverage": 1.0,
              "accuracy_on_successful": 0.88,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.8683996929589101,
              "answered_single_label_heads": 100,
              "ece10": 0.06748331016314214,
              "brier": 0.16251029809196266
            },
            "jev_native/emotiondair": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 53,
              "accuracy": 0.53,
              "wilson95": [
                0.4328885697009936,
                0.6248918204065872
              ],
              "head_correct": 53,
              "heads": 100,
              "head_accuracy": 0.53,
              "coverage": 1.0,
              "accuracy_on_successful": 0.53,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.5368247358680628,
              "answered_single_label_heads": 100,
              "ece10": 0.09724809071617313,
              "brier": 0.616309006941107
            },
            "jev_native/banking77": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 87,
              "accuracy": 0.87,
              "wilson95": [
                0.7901964855992357,
                0.9224283257275948
              ],
              "head_correct": 87,
              "heads": 100,
              "head_accuracy": 0.87,
              "coverage": 1.0,
              "accuracy_on_successful": 0.87,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.8537698412698412,
              "answered_single_label_heads": 100,
              "ece10": 0.07383694983749373,
              "brier": 0.21507851841288608
            },
            "fast_decisions_dev/agent_handoff": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 81,
              "accuracy": 0.81,
              "wilson95": [
                0.7222115462093562,
                0.8748524849023126
              ],
              "head_correct": 81,
              "heads": 100,
              "head_accuracy": 0.81,
              "coverage": 1.0,
              "accuracy_on_successful": 0.81,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.801234438748823,
              "answered_single_label_heads": 100,
              "ece10": 0.12652606501322633,
              "brier": 0.3028627977667988
            },
            "fast_decisions_dev/banking_intent": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 59,
              "accuracy": 0.59,
              "wilson95": [
                0.4920143005341078,
                0.6813268697886348
              ],
              "head_correct": 59,
              "heads": 100,
              "head_accuracy": 0.59,
              "coverage": 1.0,
              "accuracy_on_successful": 0.59,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.6008085664335664,
              "answered_single_label_heads": 100,
              "ece10": 0.07536757380431143,
              "brier": 0.579849569947826
            },
            "fast_decisions_dev/benefits_request": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 47,
              "accuracy": 0.47,
              "wilson95": [
                0.3751081795934127,
                0.5671114302990063
              ],
              "head_correct": 143,
              "heads": 200,
              "head_accuracy": 0.715,
              "coverage": 1.0,
              "accuracy_on_successful": 0.47,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": null,
              "answered_single_label_heads": 200,
              "ece10": 0.12210132174466944,
              "brier": 0.37284597156968374
            },
            "fast_decisions_dev/clinic_request": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 48,
              "accuracy": 0.48,
              "wilson95": [
                0.384645517580519,
                0.5768342223477603
              ],
              "head_correct": 134,
              "heads": 200,
              "head_accuracy": 0.67,
              "coverage": 1.0,
              "accuracy_on_successful": 0.48,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": null,
              "answered_single_label_heads": 200,
              "ece10": 0.03914290542988093,
              "brier": 0.4535490027596118
            },
            "fast_decisions_dev/document_type": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 80,
              "accuracy": 0.8,
              "wilson95": [
                0.7111708344068411,
                0.8666330666689676
              ],
              "head_correct": 80,
              "heads": 100,
              "head_accuracy": 0.8,
              "coverage": 1.0,
              "accuracy_on_successful": 0.8,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.7439629270511624,
              "answered_single_label_heads": 100,
              "ece10": 0.05683705675187247,
              "brier": 0.3135056859617968
            },
            "fast_decisions_dev/email_triage": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 8,
              "accuracy": 0.08,
              "wilson95": [
                0.041093461484380624,
                0.14998107700948735
              ],
              "head_correct": 220,
              "heads": 400,
              "head_accuracy": 0.55,
              "coverage": 1.0,
              "accuracy_on_successful": 0.08,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": null,
              "answered_single_label_heads": 400,
              "ece10": 0.21416612045648492,
              "brier": 0.6775720351881234
            },
            "fast_decisions_dev/news_topic": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 67,
              "accuracy": 0.67,
              "wilson95": [
                0.5730534379509052,
                0.7543687726587197
              ],
              "head_correct": 67,
              "heads": 100,
              "head_accuracy": 0.67,
              "coverage": 1.0,
              "accuracy_on_successful": 0.67,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.6718214632916477,
              "answered_single_label_heads": 100,
              "ece10": 0.09265499714688744,
              "brier": 0.48893706894393324
            },
            "fast_decisions_dev/paper_field": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 43,
              "accuracy": 0.43,
              "wilson95": [
                0.33733298524110106,
                0.5278461045078768
              ],
              "head_correct": 43,
              "heads": 100,
              "head_accuracy": 0.43,
              "coverage": 1.0,
              "accuracy_on_successful": 0.43,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.40832268464210386,
              "answered_single_label_heads": 100,
              "ece10": 0.04794223136148084,
              "brier": 0.7049597117538426
            },
            "fast_decisions_dev/product_feedback": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 13,
              "accuracy": 0.13,
              "wilson95": [
                0.07757167427240512,
                0.20980351440076428
              ],
              "head_correct": 80,
              "heads": 200,
              "head_accuracy": 0.4,
              "coverage": 1.0,
              "accuracy_on_successful": 0.13,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": null,
              "answered_single_label_heads": 100,
              "ece10": 0.1633931716106146,
              "brier": 0.485163958712508
            },
            "fast_decisions_dev/restaurant_review": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 42,
              "accuracy": 0.42,
              "wilson95": [
                0.3279838267435473,
                0.5179351329695703
              ],
              "head_correct": 132,
              "heads": 200,
              "head_accuracy": 0.66,
              "coverage": 1.0,
              "accuracy_on_successful": 0.42,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": null,
              "answered_single_label_heads": 100,
              "ece10": 0.16755774786856048,
              "brier": 0.31948512778067795
            },
            "fast_decisions_dev/review_sentiment": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 87,
              "accuracy": 0.87,
              "wilson95": [
                0.7901964855992357,
                0.9224283257275948
              ],
              "head_correct": 87,
              "heads": 100,
              "head_accuracy": 0.87,
              "coverage": 1.0,
              "accuracy_on_successful": 0.87,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.8699055330634279,
              "answered_single_label_heads": 100,
              "ece10": 0.16611165750960535,
              "brier": 0.24327089555536877
            },
            "fast_decisions_dev/screen_tags": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 19,
              "accuracy": 0.19,
              "wilson95": [
                0.12514751509768735,
                0.27778845379064376
              ],
              "head_correct": 109,
              "heads": 200,
              "head_accuracy": 0.545,
              "coverage": 1.0,
              "accuracy_on_successful": 0.19,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": null,
              "answered_single_label_heads": 100,
              "ece10": 0.07977147658598066,
              "brier": 0.22893162553061486
            },
            "fast_decisions_dev/sports_recap": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 48,
              "accuracy": 0.48,
              "wilson95": [
                0.384645517580519,
                0.5768342223477603
              ],
              "head_correct": 234,
              "heads": 300,
              "head_accuracy": 0.78,
              "coverage": 1.0,
              "accuracy_on_successful": 0.48,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": null,
              "answered_single_label_heads": 300,
              "ece10": 0.018250654216557652,
              "brier": 0.30368235275275723
            },
            "fast_decisions_dev/support_intent": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 69,
              "accuracy": 0.69,
              "wilson95": [
                0.5937394428051057,
                0.7722030278762395
              ],
              "head_correct": 69,
              "heads": 100,
              "head_accuracy": 0.69,
              "coverage": 1.0,
              "accuracy_on_successful": 0.69,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.6489191713981631,
              "answered_single_label_heads": 100,
              "ece10": 0.12274612093309654,
              "brier": 0.43580125982568807
            },
            "fast_decisions_dev/support_topic": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 44,
              "accuracy": 0.44,
              "wilson95": [
                0.34672026630160796,
                0.5377189534832302
              ],
              "head_correct": 44,
              "heads": 100,
              "head_accuracy": 0.44,
              "coverage": 1.0,
              "accuracy_on_successful": 0.44,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.4404621958501269,
              "answered_single_label_heads": 100,
              "ece10": 0.13523129686613852,
              "brier": 0.7179921059037478
            },
            "fast_decisions_dev/ticket_route": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 12,
              "accuracy": 0.12,
              "wilson95": [
                0.06999406437019488,
                0.19812099426711421
              ],
              "head_correct": 154,
              "heads": 300,
              "head_accuracy": 0.5133333333333333,
              "coverage": 1.0,
              "accuracy_on_successful": 0.12,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": null,
              "answered_single_label_heads": 300,
              "ece10": 0.09977387414228449,
              "brier": 0.6131497223728714
            },
            "fast_decisions_dev/travel_request": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 67,
              "accuracy": 0.67,
              "wilson95": [
                0.5730534379509052,
                0.7543687726587197
              ],
              "head_correct": 67,
              "heads": 100,
              "head_accuracy": 0.67,
              "coverage": 1.0,
              "accuracy_on_successful": 0.67,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.6418221756457051,
              "answered_single_label_heads": 100,
              "ece10": 0.07049391375632469,
              "brier": 0.49435451158678473
            },
            "laya_claim/news.replication": {
              "expected": 400,
              "attempted": 400,
              "complete": true,
              "correct": 342,
              "accuracy": 0.855,
              "wilson95": [
                0.8171167606818923,
                0.8861295103407572
              ],
              "head_correct": 342,
              "heads": 400,
              "head_accuracy": 0.855,
              "coverage": 1.0,
              "accuracy_on_successful": 0.855,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.8420445632798573,
              "answered_single_label_heads": 400,
              "ece10": 0.0640638220212186,
              "brier": 0.22716888101243746
            },
            "laya_claim/emotion.replication": {
              "expected": 400,
              "attempted": 400,
              "complete": true,
              "correct": 232,
              "accuracy": 0.58,
              "wilson95": [
                0.5310957511319983,
                0.6273822817745143
              ],
              "head_correct": 232,
              "heads": 400,
              "head_accuracy": 0.58,
              "coverage": 1.0,
              "accuracy_on_successful": 0.58,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.5074747033063747,
              "answered_single_label_heads": 400,
              "ece10": 0.053884676308044395,
              "brier": 0.5554474386735722
            },
            "laya_claim/spam.replication": {
              "expected": 400,
              "attempted": 400,
              "complete": true,
              "correct": 374,
              "accuracy": 0.935,
              "wilson95": [
                0.9064647858253625,
                0.9552595181037997
              ],
              "head_correct": 374,
              "heads": 400,
              "head_accuracy": 0.935,
              "coverage": 1.0,
              "accuracy_on_successful": 0.935,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.9348027784046742,
              "answered_single_label_heads": 400,
              "ece10": 0.038067201053525554,
              "brier": 0.10075860172742283
            },
            "laya_claim/phishing.replication": {
              "expected": 400,
              "attempted": 400,
              "complete": true,
              "correct": 368,
              "accuracy": 0.92,
              "wilson95": [
                0.8892454231693245,
                0.9427642495898665
              ],
              "head_correct": 368,
              "heads": 400,
              "head_accuracy": 0.92,
              "coverage": 1.0,
              "accuracy_on_successful": 0.92,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.9139576779328332,
              "answered_single_label_heads": 400,
              "ece10": 0.07082327964958215,
              "brier": 0.11192681537907788
            },
            "laya_claim/jailbreaking": {
              "expected": 400,
              "attempted": 400,
              "complete": true,
              "correct": 315,
              "accuracy": 0.7875,
              "wilson95": [
                0.7447739406814162,
                0.8247564900763633
              ],
              "head_correct": 315,
              "heads": 400,
              "head_accuracy": 0.7875,
              "coverage": 1.0,
              "accuracy_on_successful": 0.7875,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.75108169645145,
              "answered_single_label_heads": 400,
              "ece10": 0.09179013954320615,
              "brier": 0.2668019589176204
            },
            "laya_claim/toxicity": {
              "expected": 400,
              "attempted": 400,
              "complete": true,
              "correct": 336,
              "accuracy": 0.84,
              "wilson95": [
                0.8008643954521164,
                0.8726672444005619
              ],
              "head_correct": 336,
              "heads": 400,
              "head_accuracy": 0.84,
              "coverage": 1.0,
              "accuracy_on_successful": 0.84,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.8388355871169197,
              "answered_single_label_heads": 400,
              "ece10": 0.07026529469297277,
              "brier": 0.24423253509863252
            },
            "laya_claim/intent": {
              "expected": 300,
              "attempted": 300,
              "complete": true,
              "correct": 271,
              "accuracy": 0.9033333333333333,
              "wilson95": [
                0.8646182980304887,
                0.9318497051817106
              ],
              "head_correct": 271,
              "heads": 300,
              "head_accuracy": 0.9033333333333333,
              "coverage": 1.0,
              "accuracy_on_successful": 0.9033333333333333,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": null,
              "answered_single_label_heads": 300,
              "ece10": 0.03635423028921497,
              "brier": 0.127667468539023
            },
            "laya_claim/scenario": {
              "expected": 300,
              "attempted": 300,
              "complete": true,
              "correct": 225,
              "accuracy": 0.75,
              "wilson95": [
                0.6980484035459826,
                0.7956301108417443
              ],
              "head_correct": 225,
              "heads": 300,
              "head_accuracy": 0.75,
              "coverage": 1.0,
              "accuracy_on_successful": 0.75,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.7429162529288004,
              "answered_single_label_heads": 300,
              "ece10": 0.09305213357886005,
              "brier": 0.3348382934461597
            },
            "massive_en": {
              "expected": 2948,
              "attempted": 2948,
              "complete": true,
              "correct": 2512,
              "accuracy": 0.8521031207598372,
              "wilson95": [
                0.838830303940018,
                0.8644594997167794
              ],
              "head_correct": 2512,
              "heads": 2948,
              "head_accuracy": 0.8521031207598372,
              "coverage": 1.0,
              "accuracy_on_successful": 0.8521031207598372,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.8476099325801791,
              "answered_single_label_heads": 2948,
              "ece10": 0.020684917423671408,
              "brier": 0.21606120948897656
            },
            "massive_nb": {
              "expected": 2948,
              "attempted": 2948,
              "complete": true,
              "correct": 2367,
              "accuracy": 0.8029172320217096,
              "wilson95": [
                0.7881672986123502,
                0.816878746344798
              ],
              "head_correct": 2367,
              "heads": 2948,
              "head_accuracy": 0.8029172320217096,
              "coverage": 1.0,
              "accuracy_on_successful": 0.8029172320217096,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.7910189087387107,
              "answered_single_label_heads": 2948,
              "ece10": 0.023461070687835615,
              "brier": 0.28642991615606656
            },
            "norec_no": {
              "expected": 1173,
              "attempted": 1173,
              "complete": true,
              "correct": 844,
              "accuracy": 0.7195225916453538,
              "wilson95": [
                0.6931298996603696,
                0.7444821475189323
              ],
              "head_correct": 844,
              "heads": 1173,
              "head_accuracy": 0.7195225916453538,
              "coverage": 1.0,
              "accuracy_on_successful": 0.7195225916453538,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.6880838971111024,
              "answered_single_label_heads": 1173,
              "ece10": 0.07327180239125317,
              "brier": 0.4160133779372273
            }
          }
        },
        "alternatives_typed": {
          "expected": 400,
          "attempted": 400,
          "evaluation_expected": 400,
          "suites": {
            "intern_claim/typed_decisions-test": {
              "expected": 400,
              "attempted": 400,
              "complete": true,
              "correct": 76,
              "accuracy": 0.19,
              "wilson95": [
                0.15457385084236502,
                0.2313237716448988
              ],
              "head_correct": 1360,
              "heads": 2000,
              "head_accuracy": 0.68,
              "coverage": 1.0,
              "accuracy_on_successful": 0.19,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": null,
              "answered_single_label_heads": 2000,
              "ece10": 0.06509724675386783,
              "brier": 0.44174886957729886
            }
          }
        }
      }
    },
    "decision-4b-v12": {
      "label": "Decision 4B v1.2",
      "source": "https://huggingface.co/flymy-ai/decision-4b-v1.2",
      "revision": "79792bfb89e38498a21d1b71bc96b684be7b6617",
      "public231": {
        "expected": 231,
        "attempted": 231,
        "complete": true,
        "correct": 203,
        "errors": 0,
        "tiers": {
          "jevbench_public/easy": {
            "n": 48,
            "correct": 48,
            "accuracy": 1.0,
            "strict_valid": 48,
            "valid": 48,
            "renormalized": 0
          },
          "jevbench_public/original": {
            "n": 72,
            "correct": 69,
            "accuracy": 0.9583333333333334,
            "strict_valid": 72,
            "valid": 72,
            "renormalized": 0
          },
          "jevbench_public/hard": {
            "n": 111,
            "correct": 86,
            "accuracy": 0.7747747747747747,
            "strict_valid": 111,
            "valid": 111,
            "renormalized": 0
          }
        },
        "accuracy": 0.8787878787878788
      },
      "shared_suites": {
        "jev_verified": {
          "expected": 300,
          "attempted": 300,
          "evaluation_expected": 300,
          "suites": {
            "jev_verified/agnews": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 91,
              "accuracy": 0.91,
              "wilson95": [
                0.837737871472837,
                0.9519274599974348
              ],
              "head_correct": 91,
              "heads": 100,
              "head_accuracy": 0.91,
              "coverage": 1.0,
              "accuracy_on_successful": 0.91,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.9038188915340997,
              "answered_single_label_heads": 100,
              "ece10": 0.07681853324174882,
              "brier": 0.13965696061466742
            },
            "jev_verified/emotiondair": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 51,
              "accuracy": 0.51,
              "wilson95": [
                0.4134801193402717,
                0.6057800106955886
              ],
              "head_correct": 51,
              "heads": 100,
              "head_accuracy": 0.51,
              "coverage": 1.0,
              "accuracy_on_successful": 0.51,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.5143459316093587,
              "answered_single_label_heads": 100,
              "ece10": 0.1306594359874725,
              "brier": 0.649511083995264
            },
            "jev_verified/banking77": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 0,
              "accuracy": 0.0,
              "wilson95": [
                3.469446951953614e-18,
                0.03699349820698568
              ],
              "head_correct": 0,
              "heads": 100,
              "head_accuracy": 0.0,
              "coverage": 0.0,
              "accuracy_on_successful": null,
              "errors": {
                "ValueError": 100
              },
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.0,
              "answered_single_label_heads": 0,
              "ece10": null,
              "brier": null
            }
          }
        },
        "jev_fresh": {
          "expected": 1264,
          "attempted": 1264,
          "evaluation_expected": 848,
          "suites": {
            "fresh/news": {
              "expected": 200,
              "attempted": 200,
              "complete": true,
              "correct": 174,
              "accuracy": 0.87,
              "wilson95": [
                0.8163364812775159,
                0.9097179772033067
              ],
              "head_correct": 174,
              "heads": 200,
              "head_accuracy": 0.87,
              "coverage": 1.0,
              "accuracy_on_successful": 0.87,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.8739023046466458,
              "answered_single_label_heads": 200,
              "ece10": 0.048499906659126284,
              "brier": 0.19271580469500488
            },
            "fresh/emotion": {
              "expected": 200,
              "attempted": 200,
              "complete": true,
              "correct": 116,
              "accuracy": 0.58,
              "wilson95": [
                0.5107207393958046,
                0.6462640083838327
              ],
              "head_correct": 116,
              "heads": 200,
              "head_accuracy": 0.58,
              "coverage": 1.0,
              "accuracy_on_successful": 0.58,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.4485503603150662,
              "answered_single_label_heads": 200,
              "ece10": 0.11172368548810484,
              "brier": 0.6205006020288962
            },
            "fresh/spam": {
              "expected": 200,
              "attempted": 200,
              "complete": true,
              "correct": 189,
              "accuracy": 0.945,
              "wilson95": [
                0.9042130012276914,
                0.9690146582965411
              ],
              "head_correct": 189,
              "heads": 200,
              "head_accuracy": 0.945,
              "coverage": 1.0,
              "accuracy_on_successful": 0.945,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.944688874921433,
              "answered_single_label_heads": 200,
              "ece10": 0.1814526277780533,
              "brier": 0.16393106626971427
            },
            "fresh/phishing": {
              "expected": 200,
              "attempted": 200,
              "complete": true,
              "correct": 185,
              "accuracy": 0.925,
              "wilson95": [
                0.8799563897637055,
                0.954025082815618
              ],
              "head_correct": 185,
              "heads": 200,
              "head_accuracy": 0.925,
              "coverage": 1.0,
              "accuracy_on_successful": 0.925,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.9213651018321931,
              "answered_single_label_heads": 200,
              "ece10": 0.09309721320867538,
              "brier": 0.12845403155114649
            },
            "fresh_business/routing/en": {
              "expected": 12,
              "attempted": 12,
              "complete": true,
              "correct": 11,
              "accuracy": 0.9166666666666666,
              "wilson95": [
                0.646120088858883,
                0.9851349055950829
              ],
              "head_correct": 11,
              "heads": 12,
              "head_accuracy": 0.9166666666666666,
              "coverage": 1.0,
              "accuracy_on_successful": 0.9166666666666666,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.9314285714285713,
              "answered_single_label_heads": 12,
              "ece10": 0.201013907790184,
              "brier": 0.17493569966092268
            },
            "fresh_business/routing/nb": {
              "expected": 12,
              "attempted": 12,
              "complete": true,
              "correct": 9,
              "accuracy": 0.75,
              "wilson95": [
                0.46769466506643426,
                0.9110583316059453
              ],
              "head_correct": 9,
              "heads": 12,
              "head_accuracy": 0.75,
              "coverage": 1.0,
              "accuracy_on_successful": 0.75,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.7742857142857142,
              "answered_single_label_heads": 12,
              "ece10": 0.22392060110966366,
              "brier": 0.36318909595612037
            },
            "fresh_business/documents/en": {
              "expected": 12,
              "attempted": 12,
              "complete": true,
              "correct": 12,
              "accuracy": 1.0,
              "wilson95": [
                0.7575059933447592,
                1.0
              ],
              "head_correct": 12,
              "heads": 12,
              "head_accuracy": 1.0,
              "coverage": 1.0,
              "accuracy_on_successful": 1.0,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 1.0,
              "answered_single_label_heads": 12,
              "ece10": 0.08826235433419544,
              "brier": 0.01958654687307343
            },
            "fresh_business/documents/nb": {
              "expected": 12,
              "attempted": 12,
              "complete": true,
              "correct": 12,
              "accuracy": 1.0,
              "wilson95": [
                0.7575059933447592,
                1.0
              ],
              "head_correct": 12,
              "heads": 12,
              "head_accuracy": 1.0,
              "coverage": 1.0,
              "accuracy_on_successful": 1.0,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 1.0,
              "answered_single_label_heads": 12,
              "ece10": 0.06729787588119507,
              "brier": 0.012896725223545286
            }
          }
        },
        "alternatives": {
          "expected": 12341,
          "attempted": 12341,
          "evaluation_expected": 12341,
          "suites": {
            "industry/routing/en": {
              "expected": 40,
              "attempted": 40,
              "complete": true,
              "correct": 40,
              "accuracy": 1.0,
              "wilson95": [
                0.9123783988027135,
                1.0
              ],
              "head_correct": 40,
              "heads": 40,
              "head_accuracy": 1.0,
              "coverage": 1.0,
              "accuracy_on_successful": 1.0,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 1.0,
              "answered_single_label_heads": 40,
              "ece10": 0.11919671222567557,
              "brier": 0.04840705747401752
            },
            "industry/routing/en/reversed": {
              "expected": 40,
              "attempted": 40,
              "complete": true,
              "correct": 40,
              "accuracy": 1.0,
              "wilson95": [
                0.9123783988027135,
                1.0
              ],
              "head_correct": 40,
              "heads": 40,
              "head_accuracy": 1.0,
              "coverage": 1.0,
              "accuracy_on_successful": 1.0,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 1.0,
              "answered_single_label_heads": 40,
              "ece10": 0.17026321366429328,
              "brier": 0.06671999977881274
            },
            "industry/routing/nb": {
              "expected": 40,
              "attempted": 40,
              "complete": true,
              "correct": 38,
              "accuracy": 0.95,
              "wilson95": [
                0.8349612263085903,
                0.9861793326138516
              ],
              "head_correct": 38,
              "heads": 40,
              "head_accuracy": 0.95,
              "coverage": 1.0,
              "accuracy_on_successful": 0.95,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.9498039215686275,
              "answered_single_label_heads": 40,
              "ece10": 0.12838380485773088,
              "brier": 0.07938797790515324
            },
            "industry/routing/nb/reversed": {
              "expected": 40,
              "attempted": 40,
              "complete": true,
              "correct": 37,
              "accuracy": 0.925,
              "wilson95": [
                0.8013576647568946,
                0.9741639742254119
              ],
              "head_correct": 37,
              "heads": 40,
              "head_accuracy": 0.925,
              "coverage": 1.0,
              "accuracy_on_successful": 0.925,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.9241083099906628,
              "answered_single_label_heads": 40,
              "ece10": 0.21250798478722574,
              "brier": 0.13800640865573666
            },
            "industry/documents/en": {
              "expected": 28,
              "attempted": 28,
              "complete": true,
              "correct": 27,
              "accuracy": 0.9642857142857143,
              "wilson95": [
                0.8228780225664668,
                0.9936674801509623
              ],
              "head_correct": 27,
              "heads": 28,
              "head_accuracy": 0.9642857142857143,
              "coverage": 1.0,
              "accuracy_on_successful": 0.9642857142857143,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.9641025641025642,
              "answered_single_label_heads": 28,
              "ece10": 0.07645553244011742,
              "brier": 0.06505389207726962
            },
            "industry/documents/en/reversed": {
              "expected": 28,
              "attempted": 28,
              "complete": true,
              "correct": 28,
              "accuracy": 1.0,
              "wilson95": [
                0.8793566952341543,
                0.9999999999999998
              ],
              "head_correct": 28,
              "heads": 28,
              "head_accuracy": 1.0,
              "coverage": 1.0,
              "accuracy_on_successful": 1.0,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 1.0,
              "answered_single_label_heads": 28,
              "ece10": 0.10107104480266571,
              "brier": 0.03323057283854778
            },
            "industry/documents/nb": {
              "expected": 28,
              "attempted": 28,
              "complete": true,
              "correct": 24,
              "accuracy": 0.8571428571428571,
              "wilson95": [
                0.685101978364747,
                0.9430099468025059
              ],
              "head_correct": 24,
              "heads": 28,
              "head_accuracy": 0.8571428571428571,
              "coverage": 1.0,
              "accuracy_on_successful": 0.8571428571428571,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.857031857031857,
              "answered_single_label_heads": 28,
              "ece10": 0.1475234617080007,
              "brier": 0.12982015011746625
            },
            "industry/documents/nb/reversed": {
              "expected": 28,
              "attempted": 28,
              "complete": true,
              "correct": 28,
              "accuracy": 1.0,
              "wilson95": [
                0.8793566952341543,
                0.9999999999999998
              ],
              "head_correct": 28,
              "heads": 28,
              "head_accuracy": 1.0,
              "coverage": 1.0,
              "accuracy_on_successful": 1.0,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 1.0,
              "answered_single_label_heads": 28,
              "ece10": 0.14910478038447245,
              "brier": 0.06030682552227954
            },
            "jev_native/agnews": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 88,
              "accuracy": 0.88,
              "wilson95": [
                0.8018790057328857,
                0.9300059356298052
              ],
              "head_correct": 88,
              "heads": 100,
              "head_accuracy": 0.88,
              "coverage": 1.0,
              "accuracy_on_successful": 0.88,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.8687660949623819,
              "answered_single_label_heads": 100,
              "ece10": 0.07347989112138749,
              "brier": 0.16483188896397405
            },
            "jev_native/emotiondair": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 54,
              "accuracy": 0.54,
              "wilson95": [
                0.44264860323368227,
                0.6343919169097589
              ],
              "head_correct": 54,
              "heads": 100,
              "head_accuracy": 0.54,
              "coverage": 1.0,
              "accuracy_on_successful": 0.54,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.5391269407394148,
              "answered_single_label_heads": 100,
              "ece10": 0.07148606151342393,
              "brier": 0.6063143465387334
            },
            "jev_native/banking77": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 0,
              "accuracy": 0.0,
              "wilson95": [
                3.469446951953614e-18,
                0.03699349820698568
              ],
              "head_correct": 0,
              "heads": 100,
              "head_accuracy": 0.0,
              "coverage": 0.0,
              "accuracy_on_successful": null,
              "errors": {
                "ValueError": 100
              },
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.0,
              "answered_single_label_heads": 0,
              "ece10": null,
              "brier": null
            },
            "fast_decisions_dev/agent_handoff": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 70,
              "accuracy": 0.7,
              "wilson95": [
                0.6041514536665332,
                0.7810511470506724
              ],
              "head_correct": 70,
              "heads": 100,
              "head_accuracy": 0.7,
              "coverage": 1.0,
              "accuracy_on_successful": 0.7,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.66078697421981,
              "answered_single_label_heads": 100,
              "ece10": 0.12463927268981934,
              "brier": 0.4392471809650916
            },
            "fast_decisions_dev/banking_intent": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 48,
              "accuracy": 0.48,
              "wilson95": [
                0.384645517580519,
                0.5768342223477603
              ],
              "head_correct": 48,
              "heads": 100,
              "head_accuracy": 0.48,
              "coverage": 1.0,
              "accuracy_on_successful": 0.48,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.5053701739866602,
              "answered_single_label_heads": 100,
              "ece10": 0.12966155648231506,
              "brier": 0.667937744773973
            },
            "fast_decisions_dev/benefits_request": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 48,
              "accuracy": 0.48,
              "wilson95": [
                0.384645517580519,
                0.5768342223477603
              ],
              "head_correct": 145,
              "heads": 200,
              "head_accuracy": 0.725,
              "coverage": 1.0,
              "accuracy_on_successful": 0.48,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": null,
              "answered_single_label_heads": 200,
              "ece10": 0.0932126084715128,
              "brier": 0.3426600776299139
            },
            "fast_decisions_dev/clinic_request": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 39,
              "accuracy": 0.39,
              "wilson95": [
                0.3001687400639441,
                0.4879698295415926
              ],
              "head_correct": 121,
              "heads": 200,
              "head_accuracy": 0.605,
              "coverage": 1.0,
              "accuracy_on_successful": 0.39,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": null,
              "answered_single_label_heads": 200,
              "ece10": 0.05229157030582429,
              "brier": 0.5022928634115984
            },
            "fast_decisions_dev/document_type": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 82,
              "accuracy": 0.82,
              "wilson95": [
                0.7333264161369926,
                0.8829977450105364
              ],
              "head_correct": 82,
              "heads": 100,
              "head_accuracy": 0.82,
              "coverage": 1.0,
              "accuracy_on_successful": 0.82,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.7888486283460319,
              "answered_single_label_heads": 100,
              "ece10": 0.12133795753121376,
              "brier": 0.28959968921985846
            },
            "fast_decisions_dev/email_triage": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 10,
              "accuracy": 0.1,
              "wilson95": [
                0.0552291370606751,
                0.17436566150491345
              ],
              "head_correct": 216,
              "heads": 400,
              "head_accuracy": 0.54,
              "coverage": 1.0,
              "accuracy_on_successful": 0.1,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": null,
              "answered_single_label_heads": 400,
              "ece10": 0.09359005875885487,
              "brier": 0.6018924801265669
            },
            "fast_decisions_dev/news_topic": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 64,
              "accuracy": 0.64,
              "wilson95": [
                0.5423540245160874,
                0.7272877959859567
              ],
              "head_correct": 64,
              "heads": 100,
              "head_accuracy": 0.64,
              "coverage": 1.0,
              "accuracy_on_successful": 0.64,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.6389299833841495,
              "answered_single_label_heads": 100,
              "ece10": 0.041145896911621085,
              "brier": 0.5140277444697375
            },
            "fast_decisions_dev/paper_field": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 41,
              "accuracy": 0.41,
              "wilson95": [
                0.3186731302113651,
                0.5079856994658921
              ],
              "head_correct": 41,
              "heads": 100,
              "head_accuracy": 0.41,
              "coverage": 1.0,
              "accuracy_on_successful": 0.41,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.38198060109824816,
              "answered_single_label_heads": 100,
              "ece10": 0.09440853968262673,
              "brier": 0.7654552633534213
            },
            "fast_decisions_dev/product_feedback": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 5,
              "accuracy": 0.05,
              "wilson95": [
                0.02154367915436796,
                0.11175046923191913
              ],
              "head_correct": 71,
              "heads": 200,
              "head_accuracy": 0.355,
              "coverage": 1.0,
              "accuracy_on_successful": 0.05,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": null,
              "answered_single_label_heads": 100,
              "ece10": 0.1406627318263054,
              "brier": 0.5087346862846361
            },
            "fast_decisions_dev/restaurant_review": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 30,
              "accuracy": 0.3,
              "wilson95": [
                0.2189488529493276,
                0.3958485463334666
              ],
              "head_correct": 122,
              "heads": 200,
              "head_accuracy": 0.61,
              "coverage": 1.0,
              "accuracy_on_successful": 0.3,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": null,
              "answered_single_label_heads": 100,
              "ece10": 0.12538746267557146,
              "brier": 0.3161646251861744
            },
            "fast_decisions_dev/review_sentiment": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 88,
              "accuracy": 0.88,
              "wilson95": [
                0.8018790057328857,
                0.9300059356298052
              ],
              "head_correct": 88,
              "heads": 100,
              "head_accuracy": 0.88,
              "coverage": 1.0,
              "accuracy_on_successful": 0.88,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.8816602316602317,
              "answered_single_label_heads": 100,
              "ece10": 0.123024739921093,
              "brier": 0.2133920874178885
            },
            "fast_decisions_dev/screen_tags": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 8,
              "accuracy": 0.08,
              "wilson95": [
                0.041093461484380624,
                0.14998107700948735
              ],
              "head_correct": 89,
              "heads": 200,
              "head_accuracy": 0.445,
              "coverage": 1.0,
              "accuracy_on_successful": 0.08,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": null,
              "answered_single_label_heads": 100,
              "ece10": 0.12120348036289216,
              "brier": 0.28526091249077495
            },
            "fast_decisions_dev/sports_recap": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 46,
              "accuracy": 0.46,
              "wilson95": [
                0.36560808309024106,
                0.5573513967663177
              ],
              "head_correct": 237,
              "heads": 300,
              "head_accuracy": 0.79,
              "coverage": 1.0,
              "accuracy_on_successful": 0.46,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": null,
              "answered_single_label_heads": 300,
              "ece10": 0.03448800812164943,
              "brier": 0.30862154274810066
            },
            "fast_decisions_dev/support_intent": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 0,
              "accuracy": 0.0,
              "wilson95": [
                3.469446951953614e-18,
                0.03699349820698568
              ],
              "head_correct": 0,
              "heads": 100,
              "head_accuracy": 0.0,
              "coverage": 0.0,
              "accuracy_on_successful": null,
              "errors": {
                "ValueError": 100
              },
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.0,
              "answered_single_label_heads": 0,
              "ece10": null,
              "brier": null
            },
            "fast_decisions_dev/support_topic": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 34,
              "accuracy": 0.34,
              "wilson95": [
                0.25461520797348164,
                0.43722271145275377
              ],
              "head_correct": 34,
              "heads": 100,
              "head_accuracy": 0.34,
              "coverage": 1.0,
              "accuracy_on_successful": 0.34,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.3131928910808221,
              "answered_single_label_heads": 100,
              "ece10": 0.1784264335036278,
              "brier": 0.7886412756238667
            },
            "fast_decisions_dev/ticket_route": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 8,
              "accuracy": 0.08,
              "wilson95": [
                0.041093461484380624,
                0.14998107700948735
              ],
              "head_correct": 143,
              "heads": 300,
              "head_accuracy": 0.4766666666666667,
              "coverage": 1.0,
              "accuracy_on_successful": 0.08,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": null,
              "answered_single_label_heads": 300,
              "ece10": 0.0820871752500534,
              "brier": 0.6405890626887669
            },
            "fast_decisions_dev/travel_request": {
              "expected": 100,
              "attempted": 100,
              "complete": true,
              "correct": 58,
              "accuracy": 0.58,
              "wilson95": [
                0.4820648670304296,
                0.6720161732564526
              ],
              "head_correct": 58,
              "heads": 100,
              "head_accuracy": 0.58,
              "coverage": 1.0,
              "accuracy_on_successful": 0.58,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.5645336145336145,
              "answered_single_label_heads": 100,
              "ece10": 0.15898576050996782,
              "brier": 0.5984387053797348
            },
            "laya_claim/news.replication": {
              "expected": 400,
              "attempted": 400,
              "complete": true,
              "correct": 339,
              "accuracy": 0.8475,
              "wilson95": [
                0.8089761434535727,
                0.8794128119840912
              ],
              "head_correct": 339,
              "heads": 400,
              "head_accuracy": 0.8475,
              "coverage": 1.0,
              "accuracy_on_successful": 0.8475,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.8349751585267926,
              "answered_single_label_heads": 400,
              "ece10": 0.03964559905230999,
              "brier": 0.23554084254082422
            },
            "laya_claim/emotion.replication": {
              "expected": 400,
              "attempted": 400,
              "complete": true,
              "correct": 217,
              "accuracy": 0.5425,
              "wilson95": [
                0.4935050345733776,
                0.5906864204082072
              ],
              "head_correct": 217,
              "heads": 400,
              "head_accuracy": 0.5425,
              "coverage": 1.0,
              "accuracy_on_successful": 0.5425,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.465347876863839,
              "answered_single_label_heads": 400,
              "ece10": 0.10043742094188929,
              "brier": 0.5730143607859024
            },
            "laya_claim/spam.replication": {
              "expected": 400,
              "attempted": 400,
              "complete": true,
              "correct": 381,
              "accuracy": 0.9525,
              "wilson95": [
                0.9270084505901734,
                0.9693829230372881
              ],
              "head_correct": 381,
              "heads": 400,
              "head_accuracy": 0.9525,
              "coverage": 1.0,
              "accuracy_on_successful": 0.9525,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.9523137254901961,
              "answered_single_label_heads": 400,
              "ece10": 0.177843020260334,
              "brier": 0.14264957467891753
            },
            "laya_claim/phishing.replication": {
              "expected": 400,
              "attempted": 400,
              "complete": true,
              "correct": 366,
              "accuracy": 0.915,
              "wilson95": [
                0.8835678157264721,
                0.9385369799760619
              ],
              "head_correct": 366,
              "heads": 400,
              "head_accuracy": 0.915,
              "coverage": 1.0,
              "accuracy_on_successful": 0.915,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.909804753820034,
              "answered_single_label_heads": 400,
              "ece10": 0.08489321127533914,
              "brier": 0.15509438888073004
            },
            "laya_claim/jailbreaking": {
              "expected": 400,
              "attempted": 400,
              "complete": true,
              "correct": 335,
              "accuracy": 0.8375,
              "wilson95": [
                0.7981666097704109,
                0.870412591553939
              ],
              "head_correct": 335,
              "heads": 400,
              "head_accuracy": 0.8375,
              "coverage": 1.0,
              "accuracy_on_successful": 0.8375,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.8041800037657691,
              "answered_single_label_heads": 400,
              "ece10": 0.08195453450083733,
              "brier": 0.24252454634934545
            },
            "laya_claim/toxicity": {
              "expected": 400,
              "attempted": 400,
              "complete": true,
              "correct": 309,
              "accuracy": 0.7725,
              "wilson95": [
                0.7289390669951599,
                0.8108767325926485
              ],
              "head_correct": 309,
              "heads": 400,
              "head_accuracy": 0.7725,
              "coverage": 1.0,
              "accuracy_on_successful": 0.7725,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.7670832293526322,
              "answered_single_label_heads": 400,
              "ece10": 0.1024324068427086,
              "brier": 0.3194297132284664
            },
            "laya_claim/intent": {
              "expected": 300,
              "attempted": 300,
              "complete": true,
              "correct": 274,
              "accuracy": 0.9133333333333333,
              "wilson95": [
                0.8760440413057516,
                0.9401711024819569
              ],
              "head_correct": 274,
              "heads": 300,
              "head_accuracy": 0.9133333333333333,
              "coverage": 1.0,
              "accuracy_on_successful": 0.9133333333333333,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": null,
              "answered_single_label_heads": 300,
              "ece10": 0.0911902432392041,
              "brier": 0.1489894851686203
            },
            "laya_claim/scenario": {
              "expected": 300,
              "attempted": 300,
              "complete": true,
              "correct": 235,
              "accuracy": 0.7833333333333333,
              "wilson95": [
                0.7332901513759227,
                0.8262121649301679
              ],
              "head_correct": 235,
              "heads": 300,
              "head_accuracy": 0.7833333333333333,
              "coverage": 1.0,
              "accuracy_on_successful": 0.7833333333333333,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.7717435854916289,
              "answered_single_label_heads": 300,
              "ece10": 0.12276497612396878,
              "brier": 0.3386763020944989
            },
            "massive_en": {
              "expected": 2948,
              "attempted": 2948,
              "complete": true,
              "correct": 2425,
              "accuracy": 0.8225915875169606,
              "wilson95": [
                0.808384378706726,
                0.8359591697302817
              ],
              "head_correct": 2425,
              "heads": 2948,
              "head_accuracy": 0.8225915875169606,
              "coverage": 1.0,
              "accuracy_on_successful": 0.8225915875169606,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.8228500024039003,
              "answered_single_label_heads": 2948,
              "ece10": 0.0538127874017894,
              "brier": 0.255273201654624
            },
            "massive_nb": {
              "expected": 2948,
              "attempted": 2948,
              "complete": true,
              "correct": 2150,
              "accuracy": 0.7293080054274084,
              "wilson95": [
                0.712978241741253,
                0.7450409367481446
              ],
              "head_correct": 2150,
              "heads": 2948,
              "head_accuracy": 0.7293080054274084,
              "coverage": 1.0,
              "accuracy_on_successful": 0.7293080054274084,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.7360007607799655,
              "answered_single_label_heads": 2948,
              "ece10": 0.04952763995026798,
              "brier": 0.361293304462277
            },
            "norec_no": {
              "expected": 1173,
              "attempted": 1173,
              "complete": true,
              "correct": 787,
              "accuracy": 0.670929241261722,
              "wilson95": [
                0.6435199563115449,
                0.6972226279969987
              ],
              "head_correct": 787,
              "heads": 1173,
              "head_accuracy": 0.670929241261722,
              "coverage": 1.0,
              "accuracy_on_successful": 0.670929241261722,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": 0.648782989087528,
              "answered_single_label_heads": 1173,
              "ece10": 0.026559757124330893,
              "brier": 0.4459112564118246
            }
          }
        },
        "alternatives_typed": {
          "expected": 400,
          "attempted": 400,
          "evaluation_expected": 400,
          "suites": {
            "intern_claim/typed_decisions-test": {
              "expected": 400,
              "attempted": 400,
              "complete": true,
              "correct": 69,
              "accuracy": 0.1725,
              "wilson95": [
                0.13863520728428091,
                0.2125953455046833
              ],
              "head_correct": 1339,
              "heads": 2000,
              "head_accuracy": 0.6695,
              "coverage": 1.0,
              "accuracy_on_successful": 0.1725,
              "errors": {},
              "abstained_records": 0,
              "truncated_records": 0,
              "macro_f1": null,
              "answered_single_label_heads": 2000,
              "ece10": 0.03939426459372043,
              "brier": 0.44401039002460124
            }
          }
        }
      }
    }
  },
  "deferred": [
    "Decision 2.0 Lux 9B and Vega 27B: native precision exceeds local GPU budget"
  ],
  "limitations": [
    "Windows NVIDIA CUDA/Transformers/FLA environment differs from publisher ROCm latency environment.",
    "Public benchmark training contamination and model-selection exposure are not independently established.",
    "No model weights, prompts or test labels were tuned during this run."
  ],
  "verification": {
    "verified": "2026-10-03T13:09:19.845470+00:00",
    "status": "complete",
    "models": {
      "decision2-kai-06b": {
        "jev_verified": {
          "cases": 300,
          "errors": 0,
          "fixture_sha256": "7747998e26856957763070d8fb6fbffd2b2aff8857e3ad6767874dccb492c58a",
          "predictions_sha256": "98f124be2a8395a97788b6db32d9433fb52d2385a7edd8da7a5b55c70c1c5a5e"
        },
        "jev_fresh": {
          "cases": 1264,
          "errors": 0,
          "fixture_sha256": "42edfeea836817f5bcbd30dec7b7fd0fc62f196cfcde5d113e38b8d49f675679",
          "predictions_sha256": "891d960b5192380d1ecf26aece509416903cb5b87f2a560a370a976f118639f4"
        },
        "alternatives": {
          "cases": 12341,
          "errors": 0,
          "fixture_sha256": "e9153b431a60ec1562c13d704126def5bbb53d5cc2e71ffa984069f4a1ccf324",
          "predictions_sha256": "8435ec2b0997ff5fcb5c7d241bc76de52d9ee02f410d2f147d87d942889b6187"
        },
        "alternatives_claims": {
          "cases": 3271,
          "errors": 0,
          "fixture_sha256": "8825e4e9785f4f34dbaa996d8b4d1e313d095d8eafc8f865c966914fed85c5a7",
          "predictions_sha256": "641e266e1951d12b0e965ea7e27085b24f0f193db59cb507531e7e8dd4958eec"
        },
        "alternatives_typed": {
          "cases": 400,
          "errors": 0,
          "fixture_sha256": "20777e876cb45f5a6d90c597802771fe6cfd432a3eb39590bc5787abccf787e5",
          "predictions_sha256": "30bf7462ec289533927b72549085c0779216c8854dcc7179e8f325c989eb568d"
        }
      },
      "decision2-eos-08b": {
        "jev_verified": {
          "cases": 300,
          "errors": 0,
          "fixture_sha256": "7747998e26856957763070d8fb6fbffd2b2aff8857e3ad6767874dccb492c58a",
          "predictions_sha256": "dd2c7a9439cbb035ff81599914e2efc361ef45fbfbc30e708285a291b71baa6d"
        },
        "jev_fresh": {
          "cases": 1264,
          "errors": 0,
          "fixture_sha256": "42edfeea836817f5bcbd30dec7b7fd0fc62f196cfcde5d113e38b8d49f675679",
          "predictions_sha256": "5893d19bb9c192b46734db4179266067d5aade39a1e089eaaeb14aefdfabffde"
        },
        "alternatives": {
          "cases": 12341,
          "errors": 0,
          "fixture_sha256": "e9153b431a60ec1562c13d704126def5bbb53d5cc2e71ffa984069f4a1ccf324",
          "predictions_sha256": "d84eb3c26e6b9f9ec2e62046e2b917cab4ad7e4abc16cb22524a2817a7063adb"
        },
        "alternatives_claims": {
          "cases": 3271,
          "errors": 0,
          "fixture_sha256": "8825e4e9785f4f34dbaa996d8b4d1e313d095d8eafc8f865c966914fed85c5a7",
          "predictions_sha256": "ef171cf677e932df2f973deb649120a69b3b08764ad2e26fb9ba23061eb74a04"
        },
        "alternatives_typed": {
          "cases": 400,
          "errors": 0,
          "fixture_sha256": "20777e876cb45f5a6d90c597802771fe6cfd432a3eb39590bc5787abccf787e5",
          "predictions_sha256": "b2c250db8dcc9a994a5288bad975f8b958a51b9292e0430f55d319d7d64eedac"
        }
      },
      "decision2-sol-2b": {
        "jev_verified": {
          "cases": 300,
          "errors": 0,
          "fixture_sha256": "7747998e26856957763070d8fb6fbffd2b2aff8857e3ad6767874dccb492c58a",
          "predictions_sha256": "ef3a02da988274dd1e2f114d15844bb8046cd0914a73c21b4f91b783dca60035"
        },
        "jev_fresh": {
          "cases": 1264,
          "errors": 0,
          "fixture_sha256": "42edfeea836817f5bcbd30dec7b7fd0fc62f196cfcde5d113e38b8d49f675679",
          "predictions_sha256": "0a9c9ecb8b24d974bb2ce896caab340d1853519984f351f00a47bd1c05dfcd2e"
        },
        "alternatives": {
          "cases": 12341,
          "errors": 0,
          "fixture_sha256": "e9153b431a60ec1562c13d704126def5bbb53d5cc2e71ffa984069f4a1ccf324",
          "predictions_sha256": "320eb502e1b1816a38aecbeef08507b61e0dce375a9b17aa97fe15766ade58f1"
        },
        "alternatives_claims": {
          "cases": 3271,
          "errors": 0,
          "fixture_sha256": "8825e4e9785f4f34dbaa996d8b4d1e313d095d8eafc8f865c966914fed85c5a7",
          "predictions_sha256": "f6439713d2fc11cfe4beb2fc05b57abb2afc5d89f9fa603eb1f5c9f7d97d24f9"
        },
        "alternatives_typed": {
          "cases": 400,
          "errors": 0,
          "fixture_sha256": "20777e876cb45f5a6d90c597802771fe6cfd432a3eb39590bc5787abccf787e5",
          "predictions_sha256": "cfcf94bf65eb4ddafcc5a05be9a8505e23c7c0dbdf525aa0e209fbd1c27619da"
        }
      },
      "decision2-nox-4b": {
        "jev_verified": {
          "cases": 300,
          "errors": 0,
          "fixture_sha256": "7747998e26856957763070d8fb6fbffd2b2aff8857e3ad6767874dccb492c58a",
          "predictions_sha256": "da509d78bd62b14231c1cb7128d2365b09e40899ed0404d35cbe4634c9373568"
        },
        "jev_fresh": {
          "cases": 1264,
          "errors": 0,
          "fixture_sha256": "42edfeea836817f5bcbd30dec7b7fd0fc62f196cfcde5d113e38b8d49f675679",
          "predictions_sha256": "09279c65dc7e3565061325c3047f9dd95d74ae7cea37d9204c6b9be014dcde8b"
        },
        "alternatives": {
          "cases": 12341,
          "errors": 0,
          "fixture_sha256": "e9153b431a60ec1562c13d704126def5bbb53d5cc2e71ffa984069f4a1ccf324",
          "predictions_sha256": "3f6407f83aee884e9df8017a0c8168640b3192f44b417346698cb6a6f96c87e6"
        },
        "alternatives_claims": {
          "cases": 3271,
          "errors": 0,
          "fixture_sha256": "8825e4e9785f4f34dbaa996d8b4d1e313d095d8eafc8f865c966914fed85c5a7",
          "predictions_sha256": "e6a311a1818b68c022d1390c19039b82e6ef9ad17f2674f03330f50f885297ed"
        },
        "alternatives_typed": {
          "cases": 400,
          "errors": 0,
          "fixture_sha256": "20777e876cb45f5a6d90c597802771fe6cfd432a3eb39590bc5787abccf787e5",
          "predictions_sha256": "775db666659dd1049b73f4e9e5d525085b5156a2c2e43659f8012b95198940ad"
        }
      }
    },
    "stress": {
      "decision2-eos-08b": {
        "requests": 4800,
        "errors": 0,
        "label_flips": 0,
        "requests_sha256": "3b381793fb8ca77006d4cbc1373464344661f3daa4bcb165b06fb07168cf40ca",
        "question_capacity_sha256": "9deacdca83aa44baea81650b3dcfaa082738fe7a0a2e587165a5542e92aedf66"
      },
      "decision2-sol-2b": {
        "requests": 4800,
        "errors": 0,
        "label_flips": 0,
        "requests_sha256": "0e4810c7dde549f1ded4df16ad3cef9f6ab042204518ddbc578f586a1872cffc",
        "question_capacity_sha256": "aaec8864fb1855a9a03570395c365087b3fdd7cfe1c32d635dd16a792c0f2119"
      }
    },
    "saved_case_predictions": 70304,
    "saved_prediction_errors": 0,
    "runtime_events": [
      {
        "queue": "queue-decision2.json",
        "model": "decision2-nox-4b",
        "stage": "jev_fresh",
        "status": "needs_repair",
        "started": "2026-10-03T09:23:14.093798+00:00",
        "log": "D:\\git\\laya_benchmark\\results\\alternatives\\logs\\decision2-nox-4b-jev_fresh.log",
        "worker_pid": 59724,
        "exit_code": 1,
        "finished": "2026-10-03T09:24:46.625275+00:00"
      },
      {
        "queue": "queue-decision2.json",
        "model": "decision2-sol-2b",
        "stage": "alternatives",
        "status": "needs_repair",
        "started": "2026-10-03T10:03:29.063205+00:00",
        "log": "D:\\git\\laya_benchmark\\results\\alternatives\\logs\\decision2-sol-2b-alternatives.log",
        "worker_pid": 56564,
        "exit_code": 3221225477,
        "finished": "2026-10-03T10:08:38.209539+00:00"
      },
      {
        "queue": "queue-decision2-retry.json",
        "model": "decision2-nox-4b",
        "fixture": "alternatives",
        "attempt": 1,
        "started": "2026-10-03T10:32:33.206029+00:00",
        "status": "needs_repair",
        "log": "D:\\git\\laya_benchmark\\results\\alternatives\\logs\\decision2-nox-4b-alternatives.log",
        "worker_pid": 51264,
        "exit_code": 3221225477,
        "finished": "2026-10-03T10:47:34.189917+00:00"
      },
      {
        "queue": "queue-decision2-retry.json",
        "model": "decision2-nox-4b",
        "fixture": "alternatives_claims",
        "attempt": 1,
        "started": "2026-10-03T10:50:25.595840+00:00",
        "status": "needs_repair",
        "log": "D:\\git\\laya_benchmark\\results\\alternatives\\logs\\decision2-nox-4b-alternatives_claims.log",
        "worker_pid": 30344,
        "exit_code": 3221225477,
        "finished": "2026-10-03T10:55:26.219835+00:00"
      }
    ],
    "note": "Final prediction coverage and process stability are separate; interrupted attempts remain in supervisor logs."
  }
}