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arxiv_cs_lg ยท Apr 26, 2026 ยท paper

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The Override Gap: A Magnitude Account of Knowledge Conflict Failure in Hypernetwork-Based Instant LLM Adaptation

arxiv.orgApr 26, 2026
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In brief

Hypernetwork-based methods such as Doc-to-LoRA internalize a document into an LLM's weights in a single forward pass, but they fail systematically on conflicts: when the document contradicts pretraining knowledge, acc...

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