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VibeMemBench exposes the gap between the useful experience that repository history holds and the experience existing memory systems deliver for repository coding tasks.
This work presents HNR-DAC, a two-stage framework that trains each stage on the cases it will actually encounter, and quantifies evidence confusability using a base reranker's scores on non-gold paragraphs and contrasts gold evidence against the most confusable candidates.
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