CounterRefine improves factual QA accuracy by up to 5.8 points on SimpleQA through answer-conditioned counterevidence retrieval and validated refinement with minimal output changes.
InProceedings of the 2024 Conference on Empirical Methods in Natural Language Processing, pages 19519–19529, Miami, Florida, USA
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CounterRefine: Answer-Conditioned Counterevidence Retrieval for Inference-Time Knowledge Repair in Factual Question Answering
CounterRefine improves factual QA accuracy by up to 5.8 points on SimpleQA through answer-conditioned counterevidence retrieval and validated refinement with minimal output changes.