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cs.AI2025
Group Deliberation Oriented Multi-Agent Conversational Model for Complex Reasoning
Zheyu Shi, Dong Qiu, Shanlong Yu
This paper proposes a group deliberation oriented multi-agent conversational model to address the limitations of single large language models in complex reasoning tasks. The model…
cs.AI2025
Reinforcement Learning-Augmented LLM Agents for Collaborative Decision Making and Performance Optimization
Dong Qiu, Duo Xu, Limengxi Yue
Large Language Models (LLMs) perform well in language tasks but often lack collaborative awareness and struggle to optimize global performance in multi-agent settings. We present a…