{
  "status": "passed",
  "inference_calls": 0,
  "analysis_status": "post-hoc descriptive accounting on frozen responses",
  "sha_validation_performed": false,
  "domains": {
    "plotqa": {
      "qwen38-flash-next": {
        "groups_by_number_of_failed_states": [
          835,
          147,
          11,
          7,
          0,
          0
        ],
        "failures": 190,
        "affected_groups": 165,
        "failures_beyond_first_per_affected_group": 25,
        "accounting_identity": "k*E = (1-B_k) + repeated_failures/G"
      },
      "gemma4-31b-it": {
        "groups_by_number_of_failed_states": [
          667,
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          19,
          14,
          0,
          0
        ],
        "failures": 380,
        "affected_groups": 333,
        "failures_beyond_first_per_affected_group": 47,
        "accounting_identity": "k*E = (1-B_k) + repeated_failures/G"
      },
      "qwen": {
        "groups_by_number_of_failed_states": [
          665,
          283,
          39,
          13,
          0,
          0
        ],
        "failures": 400,
        "affected_groups": 335,
        "failures_beyond_first_per_affected_group": 65,
        "accounting_identity": "k*E = (1-B_k) + repeated_failures/G"
      },
      "gemma4-26b-a4b-it": {
        "groups_by_number_of_failed_states": [
          539,
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          22,
          16,
          4,
          0
        ],
        "failures": 527,
        "affected_groups": 461,
        "failures_beyond_first_per_affected_group": 66,
        "accounting_identity": "k*E = (1-B_k) + repeated_failures/G"
      },
      "glm": {
        "groups_by_number_of_failed_states": [
          273,
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          167,
          1,
          1,
          0
        ],
        "failures": 899,
        "affected_groups": 727,
        "failures_beyond_first_per_affected_group": 172,
        "accounting_identity": "k*E = (1-B_k) + repeated_failures/G"
      },
      "molmo2-8b": {
        "groups_by_number_of_failed_states": [
          194,
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          297,
          0,
          0,
          0
        ],
        "failures": 1103,
        "affected_groups": 806,
        "failures_beyond_first_per_affected_group": 297,
        "accounting_identity": "k*E = (1-B_k) + repeated_failures/G"
      }
    },
    "clevr": {
      "qwen38-flash-next": {
        "groups_by_number_of_failed_states": [
          454,
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          28,
          11,
          1
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        "failures": 599,
        "affected_groups": 546,
        "failures_beyond_first_per_affected_group": 53,
        "accounting_identity": "k*E = (1-B_k) + repeated_failures/G"
      },
      "gemma4-31b-it": {
        "groups_by_number_of_failed_states": [
          210,
          451,
          89,
          245,
          5
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        "failures": 1384,
        "affected_groups": 790,
        "failures_beyond_first_per_affected_group": 594,
        "accounting_identity": "k*E = (1-B_k) + repeated_failures/G"
      },
      "qwen": {
        "groups_by_number_of_failed_states": [
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        "failures": 1036,
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        "failures_beyond_first_per_affected_group": 309,
        "accounting_identity": "k*E = (1-B_k) + repeated_failures/G"
      },
      "gemma4-26b-a4b-it": {
        "groups_by_number_of_failed_states": [
          189,
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          13
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        "failures": 1385,
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        "failures_beyond_first_per_affected_group": 574,
        "accounting_identity": "k*E = (1-B_k) + repeated_failures/G"
      },
      "glm": {
        "groups_by_number_of_failed_states": [
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        "failures": 797,
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        "failures_beyond_first_per_affected_group": 2,
        "accounting_identity": "k*E = (1-B_k) + repeated_failures/G"
      },
      "molmo2-8b": {
        "groups_by_number_of_failed_states": [
          216,
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          3
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        "failures": 1124,
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        "failures_beyond_first_per_affected_group": 340,
        "accounting_identity": "k*E = (1-B_k) + repeated_failures/G"
      }
    },
    "gqa": {
      "qwen38-flash-next": {
        "groups_by_number_of_failed_states": [
          399,
          448,
          137,
          16
        ],
        "failures": 770,
        "affected_groups": 601,
        "failures_beyond_first_per_affected_group": 169,
        "accounting_identity": "k*E = (1-B_k) + repeated_failures/G"
      },
      "gemma4-31b-it": {
        "groups_by_number_of_failed_states": [
          372,
          453,
          160,
          15
        ],
        "failures": 818,
        "affected_groups": 628,
        "failures_beyond_first_per_affected_group": 190,
        "accounting_identity": "k*E = (1-B_k) + repeated_failures/G"
      },
      "qwen": {
        "groups_by_number_of_failed_states": [
          359,
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          170,
          16
        ],
        "failures": 843,
        "affected_groups": 641,
        "failures_beyond_first_per_affected_group": 202,
        "accounting_identity": "k*E = (1-B_k) + repeated_failures/G"
      },
      "gemma4-26b-a4b-it": {
        "groups_by_number_of_failed_states": [
          392,
          400,
          192,
          16
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        "failures": 832,
        "affected_groups": 608,
        "failures_beyond_first_per_affected_group": 224,
        "accounting_identity": "k*E = (1-B_k) + repeated_failures/G"
      },
      "glm": {
        "groups_by_number_of_failed_states": [
          305,
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        "failures": 741,
        "affected_groups": 695,
        "failures_beyond_first_per_affected_group": 46,
        "accounting_identity": "k*E = (1-B_k) + repeated_failures/G"
      },
      "molmo2-8b": {
        "groups_by_number_of_failed_states": [
          267,
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          146,
          14
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        "failures": 907,
        "affected_groups": 733,
        "failures_beyond_first_per_affected_group": 174,
        "accounting_identity": "k*E = (1-B_k) + repeated_failures/G"
      }
    }
  },
  "gqa_reweighting": {
    "definition": "E_lambda=(1-lambda)*E_A+lambda*E_U, fixed predictions and labels",
    "QwenNext_minus_GLM_answerable_pp": 11.6,
    "QwenNext_minus_GLM_unanswerable_pp": -20.3,
    "crossover_lambda_point_estimate": 0.36363636363636365,
    "interpretation": "arithmetic sensitivity; not a measured deployment prevalence or calibrated threshold"
  }
}