作者位次 #3/4ICLR 2026Poster· Applications / Language, Speech and Dialog
RefTool: Reference-Guided Tool Creation for Knowledge-Intensive Reasoning
Xiao Liu · Da Yin · Zirui Wu · Yansong Feng
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Xiao Liu · Da Yin · Zirui Wu · Yansong Feng
Zirui Wu · Lin Zheng · Zhihui Xie · Jiacheng Ye · Jiahui Gao · Shansan Gong · Yansong Feng · Zhenguo Li · Wei BI · Guorui Zhou · Lingpeng Kong
Jiuheng Lin · Cong Jiang · Zirui Wu · Jiarui Sun · Yansong Feng
Training expert LLMs in domains with scarce fine-grained annotated data is admittedly challenging, often relying on multiple-choice questions (MCQs). However, standard outcome-based reinforcement learning (RL) on MCQs is risky. While outcome-based RL may improve accuracy, it frequently compromise...