most citedFact in Fragments: Deconstructing Complex Claims via LLM-based Atomic Fact Extraction and Verification

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cs.CL2025

One SPACE to Rule Them All: Jointly Mitigating Factuality and Faithfulness Hallucinations in LLMs

Pengbo Wang, Chaozhuo Li, Chenxu Wang +3

LLMs have demonstrated unprecedented capabilities in natural language processing, yet their practical deployment remains hindered by persistent factuality and faithfulness hallucin…