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D e C o R e: Decoding by Contrasting Retrieval Heads to Mitigate Hallucinations

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Logit-Contribution Scoring Identifies Non-Literal Retrieval Heads

cs.CL · 2026-07-01 · unverdicted · novelty 7.0

LOCOS scores attention heads via OV-circuit output projection onto answer-token unembedding directions and identifies non-literal retrieval heads whose ablation collapses performance on non-literal benchmarks more than prior literal-copy detectors.

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  • Logit-Contribution Scoring Identifies Non-Literal Retrieval Heads cs.CL · 2026-07-01 · unverdicted · none · ref 21

    LOCOS scores attention heads via OV-circuit output projection onto answer-token unembedding directions and identifies non-literal retrieval heads whose ablation collapses performance on non-literal benchmarks more than prior literal-copy detectors.