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    "K": 3,
    "comparison": "must improve v1.13 composite and penalized heldout coverage",
    "extra_reading_penalty": 0.25,
    "forbidden_selection_inputs": [
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      "external label"
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    "frequency_prior": "rank order of frozen 229,691-form Michigan Corpus lexicon",
    "interpretation": "compatibility improvement only; not decryption",
    "null": "joint training-label permutation and complete mapping plus homophone-list relearning",
    "penalized_coverage": "raw heldout coverage minus extra-reading penalty divided by heldout token count",
    "replicates": 200,
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    "stopping": "failure closes K=3 branch; no K increase",
    "stream": "identical v1.13 restricted stream",
    "unseen_form_fallback": "frozen v1.13 mapping and resolver",
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    "composite": -23.015928082317064,
    "penalized_coverage_operational": 0.36101048269086944,
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}