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Md Shamim Ahmed

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#natural language process... Preprint Sep 2026

Stale-Document Poisoning: When Outdated Retrieval Overrides Correct Model Answers

A temporal alignment failure, stale-document poisoning, is identified, in which outdated evidence makes a model wrong despite answering correctly without retrieval, and the same internal components also support broader comparison tasks, suggesting that temporal applicability can recruit a general reasoning mechanism us...

Md Shamim Ahmed, Lukas Galke Poech, R. Röttger · 0 citations

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