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@@ -62,12 +62,12 @@ gating; chat/log/prose is weaker than source code (see *Limitations*).
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  ## Evaluation
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- All evaluation is on **frozen, held-out, real code** unless noted. Headline
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  metric is **strict exact span + line** (exact character span AND correct line);
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  file-level and line-level are also reported because rule scanners are line/file
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  detectors, not span labelers.
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- ### Strict real-code benchmarks (v3.3a-RS @ τ=0.99)
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  | set | files (pos/total) | strict span+line P/R/F1 | line P/R/F1 | file P/R/F1 |
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  ## Evaluation
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+ All evaluation is on **frozen real code held out from training** (repo-disjoint). Benchmarks **B/C/D are observed regression sets** — repo-disjoint from training, but watched repeatedly during development, so they are **not blind**. **RealCode-1** (below) is the purpose-built, never-observed adjudicator. Headline
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  metric is **strict exact span + line** (exact character span AND correct line);
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  file-level and line-level are also reported because rule scanners are line/file
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  detectors, not span labelers.
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+ ### Strict real-code regression benchmarks — B/C/D, observed (v3.3a-RS @ τ=0.99)
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  | set | files (pos/total) | strict span+line P/R/F1 | line P/R/F1 | file P/R/F1 |
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  |---|---|---|---|---|