[NeurIPS 2025] ParamMute (a.k.a. PIP-KAG): suppressing knowledge-critical FFNs for faithful retrieval-augmented generation (RAG knowledge conflicts)
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Updated
Oct 24, 2026 - Python
[NeurIPS 2025] ParamMute (a.k.a. PIP-KAG): suppressing knowledge-critical FFNs for faithful retrieval-augmented generation (RAG knowledge conflicts)
Do open LLMs notice when a retrieved document contradicts what they know? Qwen3 1.7B-14B, reasoning on/off, and what reasoning costs in tokens and GPU energy.
Catch RAG answers that mishandle conflicting evidence: false consensus, stale sources. A conflict-aware eval + diagnostic for RAG.
Project page: ParamMute (formerly PIP-KAG): Suppressing Knowledge-Critical FFNs for Faithful Retrieval-Augmented Generation (NeurIPS 2025)
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