作者位次 #2/7ICLR 2026Poster· Deep Learning / Everything Else
VoG: Enhancing LLM Reasoning through Stepwise Verification on Knowledge Graphs
Wenxin Zhao · Jiachuan Wang · Yongqi Zhang · Shuangyin Li · Cheng Deng · Jun Wang · Lei Chen
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Wenxin Zhao · Jiachuan Wang · Yongqi Zhang · Shuangyin Li · Cheng Deng · Jun Wang · Lei Chen
Fuda Ye · Jiachuan Wang · Yongqi Zhang · Lei Chen · Shuangyin Li
Retrieval-augmented generation (RAG) extends the capabilities of large language models (LLMs) by providing access to external knowledge. However, traditional retrieval-augmented LLMs rely on a silent reading paradigm that processes all retrieved documents passively, forcing them to reason without...