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        "accuracy_all counts errors and skips as incorrect",
        "accuracy_attempted and family macro count errors as wrong and exclude intentional skips",
        "family defaults to source; latency_ms is local forward-pass or hosted HTTP time",
        "wall_latency_ms includes per-record scorer preprocessing and inference; no warmup excluded",
        "F1 uses semantic option keys, never shuffled answer letters",
        "Probability metrics only include explicitly complete distributions"
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      },
      "probability_incomplete": 0,
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      "wall_latency_ms": {
        "count": 2800,
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      "input_tokens": {
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      "state_characters": {
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      "notes": [
        "accuracy_all counts errors and skips as incorrect",
        "accuracy_attempted and family macro count errors as wrong and exclude intentional skips",
        "family defaults to source; latency_ms is local forward-pass or hosted HTTP time",
        "wall_latency_ms includes per-record scorer preprocessing and inference; no warmup excluded",
        "F1 uses semantic option keys, never shuffled answer letters",
        "Probability metrics only include explicitly complete distributions"
      ]
    },
    "decision": {
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      "accuracy_by_family": {
        "clinc150": 0.9575,
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      "by_source": {
        "clinc150": {
          "count": 400,
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          "macro_f1_note": "Semantic option keys on successful cases; undefined for keys without shared semantics."
        },
        "go_emotions": {
          "count": 400,
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          "macro_f1_scored": 0.8420646908040286,
          "macro_f1_note": "Semantic option keys on successful cases; undefined for keys without shared semantics."
        },
        "helpsteer2": {
          "count": 400,
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          "macro_f1_scored": 0.3669844359980635,
          "macro_f1_note": "Semantic option keys on successful cases; undefined for keys without shared semantics."
        },
        "paws": {
          "count": 400,
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          "macro_f1_scored": 0.9118249094630766,
          "macro_f1_note": "Semantic option keys on successful cases; undefined for keys without shared semantics."
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        "vitaminc": {
          "count": 400,
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          "macro_f1_scored": 0.7376537004098678,
          "macro_f1_note": "Semantic option keys on successful cases; undefined for keys without shared semantics."
        },
        "workflow.exclusive_proof_fallback": {
          "count": 200,
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          "macro_f1_scored": 0.21238337574215435,
          "macro_f1_note": "Semantic option keys on successful cases; undefined for keys without shared semantics."
        },
        "workflow.narrow_veto_override": {
          "count": 200,
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          "macro_f1_scored": 0.4445966514459665,
          "macro_f1_note": "Semantic option keys on successful cases; undefined for keys without shared semantics."
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        "workflow.priority_exception": {
          "count": 200,
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          "macro_f1_scored": 0.16666666666666666,
          "macro_f1_note": "Semantic option keys on successful cases; undefined for keys without shared semantics."
        },
        "workflow.weighted_role_quorum": {
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          "macro_f1_note": "Semantic option keys on successful cases; undefined for keys without shared semantics."
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      "probability_metrics": {
        "count": 2800,
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        "ece_equal_width_bins": 15,
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          "0.01": 0.14107142857142857,
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        "risk_coverage_note": "Empirical diagnostic, not a held-out error guarantee; whole ties accepted.",
        "risk_coverage": [
          {
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      "notes": [
        "accuracy_all counts errors and skips as incorrect",
        "accuracy_attempted and family macro count errors as wrong and exclude intentional skips",
        "family defaults to source; latency_ms is local forward-pass or hosted HTTP time",
        "wall_latency_ms includes per-record scorer preprocessing and inference; no warmup excluded",
        "F1 uses semantic option keys, never shuffled answer letters",
        "Probability metrics only include explicitly complete distributions"
      ]
    }
  },
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        "vitaminc": {
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        "workflow.exclusive_proof_fallback": {
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        },
        "workflow.narrow_veto_override": {
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          "groups": 40,
          "fixed_weight": 0.07142857142857142,
          "accuracy_delta": 0.095,
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        },
        "workflow.priority_exception": {
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        "workflow.weighted_role_quorum": {
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      },
      "method": "paired percentile bootstrap; whole groups within source; fixed observed source weights"
    },
    "family_macro": {
      "family_macro_accuracy_delta": 0.11194444444444444,
      "family_macro_ci95": [
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      "samples": 2000,
      "seed": 42,
      "method": "paired percentile bootstrap, whole groups within family, equal observed family weights"
    }
  }
}