Evidence Conflict: Diagnosing and Mitigating Retrieval-Augmented Generation Under Contradictory Evidence
Retrieval-Augmented Generation (RAG) is widely evaluated under the assumption that retrieved passages are jointly compatible, yet retrieval over noisy corpora frequently surfaces passages that disagree in stance, numbers, named entities, or temporal scope. Existing RAG benchmarks measure faithfulness against gold conte...