作者位次 #4/16ACL 2026Poster· Natural Language Processing
Graph Reasoning Paradigm: Structured and Symbolic Reasoning with Topology-Aware Reinforcement Learning for Large Language Models
Runxuan Liu · Xianhao Ou · Xinyan Ma · Jiyuan Wang · Jiafeng Liang · Jiaqi Li · Tao He · Zheng Chu · Rongchuan Mu · Zekun Wang · Baoxin Wang · Dayong Wu · Ming Liu · Shijin Wang · Guoping Hu · Bing Qin
摘要
Long Chain-of-Thought (LCoT), achieved by Reinforcement Learning with Verifiable Rewards (RLVR), has proven effective in enhancing the reasoning capabilities of Large Language Models (LLMs). However, reasoning in current LLMs is primarily generated as plain text, where performing semantic evaluat...