大模型推理能力

VerifiAgent: a Unified Verification Agent in Language Model Reasoning

Jiuzhou Han, Wray Buntine, Ehsan Shareghi

专题命中 测试时计算 ：reasoning(title,abstract)；verifier(abstract)；分类 cs.CL、cs.AI

Comments EMNLP 2025

Fin-PRM: A Domain-Specialized Process Reward Model for Financial Reasoning in Large Language Models

Yuanchen Zhou, Shuo Jiang, Jie Zhu, Junhui Li, Lifan Guo, Feng Chen, Chi Zhang

机构 * School of Computer Science and Technology, Soochow University（苏州大学计算机科学与技术学院） ； Qwen DianJin Team, Alibaba Cloud Computing（阿里云量子金融团队） 纠错

专题命中 测试时计算 ：reasoning(title,abstract)；分类 cs.CL

Learning to Generate Unit Tests for Automated Debugging

Archiki Prasad, Elias Stengel-Eskin, Justin Chih-Yao Chen, Zaid Khan, Mohit Bansal

机构 * University of North Carolina at Chapel Hill（北卡罗来纳大学教堂山分校） 纠错

专题命中 测试时计算 ：test-time compute(abstract)；分类 cs.CL、cs.AI、cs.LG

Comments Accepted to COLM 2025. Dataset and Code: https://github.com/archiki/UTGenDebug

Deep Think with Confidence

Yichao Fu, Xuewei Wang, Yuandong Tian, Jiawei Zhao

专题命中 测试时计算 ：reasoning(abstract)；分类 cs.LG

SAND: Boosting LLM Agents with Self-Taught Action Deliberation

Yu Xia, Yiran Shen, Junda Wu, Tong Yu, Sungchul Kim, Ryan A. Rossi, Lina Yao, Julian McAuley

专题命中 测试时计算 ：reasoning(abstract)；分类 cs.CL

Comments EMNLP 2025