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cs.CL2025
Dynamic Topic Evolution with Temporal Decay and Attention in Large Language Models
Di Wu, Shuaidong Pan
This paper proposes a modeling framework for dynamic topic evolution based on temporal large language models. The method first uses a large language model to obtain contextual embe…
cs.CL2025
Trustworthy Summarization via Uncertainty Quantification and Risk Awareness in Large Language Models
Shuaidong Pan, Di Wu
This study addresses the reliability of automatic summarization in high-risk scenarios and proposes a large language model framework that integrates uncertainty quantification and…