3 papers
cs.CL2025
Reasoning Pattern Matters: Learning to Reason without Human Rationales
Chaoxu Pang, Yixuan Cao, Ping Luo
Large Language Models (LLMs) have demonstrated remarkable reasoning capabilities under the widely adopted SFT+RLVR paradigm, which first performs Supervised Fine-Tuning (SFT) on hu…
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…
cs.CL2024
Uncovering Limitations of Large Language Models in Information Seeking from Tables
Chaoxu Pang, Yixuan Cao, Chunhao Yang +1
Tables are recognized for their high information density and widespread usage, serving as essential sources of information. Seeking information from tables (TIS) is a crucial capab…