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cs.CL2025
Embedding Domain Knowledge for Large Language Models via Reinforcement Learning from Augmented Generation
Chaojun Nie, Jun Zhou, Guanxiang Wang +2
Large language models (LLMs) often exhibit limited performance on domain-specific tasks due to the natural disproportionate representation of specialized information in their train…
cs.CL2025
KAPPA: A Generic Patent Analysis Framework with Keyphrase-Based Portraits
Xin Xia, Yujin Wang, Jun Zhou +3
Patent analysis highly relies on concise and interpretable document representations, referred to as patent portraits. Keyphrases, both present and absent, are ideal candidates for…