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cs.CL2026
AtomSearch: Evidence-Grounded Tree Search for Agent Skill Optimization
Jia Tong, Senyou Deng, Min Peng +1
Agent skills adapt frozen models through editable external instructions. Revising several rules at once makes changes difficult to inspect, while judging each local edit only by it…
cs.CL2025
CoAT: Chain-of-Associated-Thoughts Framework for Enhancing Large Language Models Reasoning
Jianfeng Pan, Senyou Deng, Shaomang Huang
Research on LLM technologies is rapidly emerging, with most of them employ a 'fast thinking' approach to inference. Most LLMs generate the final result based solely on a single que…
cs.CL2024★ 1 cited
CCoE: A Compact and Efficient LLM Framework with Multi-Expert Collaboration for Resource-Limited Settings
Shaomang Huang, Jianfeng Pan, Min Peng +1
Large Language Models (LLMs) have achieved exceptional performance across diverse domains through training on massive datasets. However, scaling LLMs to support multiple downstream…