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feat: Phase C C4 similarity-neighbor distribution report -- novelty shortcut visibility for benchmark audits - #883
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…hortcut visibility for benchmark audits (#883)
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Implements C4 from NEXT_100_PR_MAP: similarity-neighbor distribution report for novelty honesty.
What
src/openamp_foundry/evidence/similarity_neighbor_report.py:compute_similarity_report()+format_similarity_report()+SimilarityNeighborReportdataclassSIMILARITY_SHORTCUT_THRESHOLD = 0.80-- fraction above which a sequence is high-similarity to referencesSHORTCUT_FRACTION_THRESHOLD = 0.50-- if >50% of positives are high-similarity, novelty_shortcut_likely=TrueWhy
Makes novelty shortcut visible and auditable: benchmark improvements may reflect similarity to known AMPs, not genuine novelty discovery.
Disconfirming pass