Summarize CBDR/LCR papers and draft confidence-aware reranking spec#7

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Commits on Jul 5, 2026

Summarize CBDR and LCR papers, draft confidence-aware reranking spec

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Record path A (LightGBM) decision and smoke-run findings

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Record path A end-to-end smoke success and loader bug finding

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Merge main (loader fix, YAGNI cleanup) into docs branch
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Implement ConfidenceRerankStrategy (CBDR-style confidence reranking)

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Format confidence strategy with ruff

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Switch confidence reranker to confidence-change (answer_confidence)

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Record 100 vs 500 sample benchmark for confidence-change reranker

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Unify the answer prompt: one builder shared by reranker and generation

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Remove the no_answer_value knob; fix the NO_ANSWER sentinel

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Record baseline comparison: ConfidenceRerank loses to Listwise here

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Add answer-confidence reranker example + test

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Document the answer-confidence reranker across docs/skills/wiki

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Integrate answer_confidence into compare_reranking benchmark (opt-in)

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Add OpenAI-compatible endpoint path to benchmark; document run-elsewhere reality

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Commits on Jul 16, 2026

Commits on Jul 21, 2026

docs: report answer_confidence on the standard AskUbuntu benchmark

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