2 papers
cs.CL2025
LLM-Centric RAG with Multi-Granular Indexing and Confidence Constraints
Xiaofan Guo, Yaxuan Luan, Yue Kang +2
This paper addresses the issues of insufficient coverage, unstable results, and limited reliability in retrieval-augmented generation under complex knowledge environments, and prop…
cs.CL2025
Controllable Abstraction in Summary Generation for Large Language Models via Prompt Engineering
Xiangchen Song, Yuchen Liu, Yaxuan Luan +2
This study presents a controllable abstract summary generation method for large language models based on prompt engineering. To address the issues of summary quality and controllab…