AINeutralarXiv – CS AI · 7h ago6/10
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REAL: Resolving Knowledge Conflicts in Knowledge-Intensive Visual Question Answering via Reasoning-Pivot Alignment
Researchers propose REAL, a framework addressing knowledge conflicts in knowledge-intensive visual question answering by introducing 'reasoning-pivots' as atomic units that link external evidence in reasoning chains. The approach combines specialized fine-tuning and decoding strategies to improve accuracy when handling conflicting information from open-domain retrieval systems.