大模型推理能力

Please Translate Again: Two Simple Experiments on Whether Human-Like Reasoning Helps Translation

Di Wu, Seth Aycock, Christof Monz

机构 * Language Technology Lab University of Amsterdam（语言技术实验室 阿姆斯特丹大学） 纠错

专题命中 复杂问题求解 ：reasoning(title,abstract)；chain-of-thought(abstract)；CoT(abstract)；分类 cs.CL

Comments EMNLP Main 2025 17 pages, 15 figures

CODI: Compressing Chain-of-Thought into Continuous Space via Self-Distillation

Zhenyi Shen, Hanqi Yan, Linhai Zhang, Zhanghao Hu, Yali Du, Yulan He

机构 * King’s College London（伦敦国王学院） ； The Alan Turing Institute（艾伦·图灵研究所） 纠错

专题命中 复杂问题求解 ：chain-of-thought(title,abstract)；reasoning(abstract)；CoT(abstract)；分类 cs.CL

Comments 17 pages. Code available at https://github.com/zhenyi4/codi

Thinking in a Crowd: How Auxiliary Information Shapes LLM Reasoning

Haodong Zhao, Chenyan Zhao, Yansi Li, Zhuosheng Zhang, Gongshen Liu

机构 * School of Computer Science, Shanghai Jiao Tong University（上海交通大学计算机科学学院） 纠错

专题命中 复杂问题求解 ：reasoning(title,abstract)；分类 cs.CL

Comments Work in progress

LightThinker: Thinking Step-by-Step Compression

Jintian Zhang, Yuqi Zhu, Mengshu Sun, Yujie Luo, Shuofei Qiao, Lun Du, Da Zheng, Huajun Chen, Ningyu Zhang

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.CL、cs.AI、cs.LG

Comments EMNLP 2025 (oral)

Interaction Topological Transformer for Multiscale Learning in Porous Materials

Dong Chen, Jian Liu, Chun-Long Chen, Guo-Wei Wei

机构 * Department of Mathematics, Michigan State University（数学系，密歇根州立大学） ； Physical Sciences Division, Pacific Northwest National Laboratory（物理科学部，太平洋西北国家实验室） ； Department of Electrical and Computer Engineering, Michigan State University（电气与计算机工程系，密歇根州立大学） ； Department of Biochemistry and Molecular Biology, Michigan State University（生物化学与分子生物学系，密歇根州立大学） 纠错

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.AI、cs.LG

Comments 4 figures, 2 tables

LLM-Enhanced Self-Evolving Reinforcement Learning for Multi-Step E-Commerce Payment Fraud Risk Detection

Bo Qu, Zhurong Wang, Daisuke Yagi, Zhen Xu, Yang Zhao, Yinan Shan, Frank Zahradnik

机构 * eBay ； University of Chicago（芝加哥大学） ； Etsy 纠错

专题命中 复杂问题求解 ：reasoning(abstract)；分类 cs.LG

Comments 12 pages, 12 figures, ACL 2025 industry track

Journal ref In Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track), pages 92-103, 2025

Compositional System Dynamics: The Higher Mathematics Underlying System Dynamics Diagrams & Practice

Xiaoyan Li, Evan Patterson, Patricia L. Mabry, Nathaniel D. Osgood

专题命中 复杂问题求解 ：reasoning(abstract)