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cs.CL2025
The Gray Zone of Faithfulness: Taming Ambiguity in Unfaithfulness Detection
Qiang Ding, Lvzhou Luo, Yixuan Cao +1
Ensuring that Large Language Models (LLMs) generate summaries faithful to a given source document is essential for real-world applications. While prior research has explored LLM fa…
cs.CL2024
Attention with Dependency Parsing Augmentation for Fine-Grained Attribution
Qiang Ding, Lvzhou Luo, Yixuan Cao +1
To assist humans in efficiently validating RAG-generated content, developing a fine-grained attribution mechanism that provides supporting evidence from retrieved documents for eve…