大模型推理能力 - arXivDaily 专题

2510.11620 2025-10-20 cs.CL 91%

Enhancing Long Chain-of-Thought Reasoning through Multi-Path Plan Aggregation

Siheng Xiong, Ali Payani, Faramarz Fekri

机构 * Georgia Institute of Technology（佐治亚理工学院）； Cisco Research（思科研究）

专题命中规划推理：reasoning(title,abstract)；chain-of-thought(title,abstract)；CoT(abstract)；planning(abstract)

2504.00010 2025-10-20 cs.LG cs.GR cs.MA 90%

LayerCraft: Enhancing Text-to-Image Generation with CoT Reasoning and Layered Object Integration

Yuyao Zhang, Jinghao Li, Yu-Wing Tai

机构 * Dartmouth College（达特茅斯学院）； CUHK（香港大学）

专题命中规划推理：reasoning(title,abstract)；CoT(title,abstract)；chain-of-thought(abstract)；planning(abstract)

Comments 26 pages

2412.07941 2025-10-20 cs.AI 83%

Beyond Static Assumptions: the Predictive Justified Perspective Model for Epistemic Planning

Guang Hu, Weijia Li, Yangmengfei Xu

专题命中规划推理：planning(title,abstract)；reasoning(abstract)；分类 cs.AI

Comments 10 pages includes appendix and reference

2510.14321 2025-10-20 cs.IR 82%

Large Reasoning Embedding Models: Towards Next-Generation Dense Retrieval Paradigm

Jianting Tang, Dongshuai Li, Tao Wen, Fuyu Lv, Dan Ou, Linli Xu

专题命中规划推理：reasoning(title,abstract)；CoT(abstract)

2510.10248 2025-10-20 cs.LG cs.AI 81%

Reasoning-Enhanced Large Language Models for Molecular Property Prediction

Jiaxi Zhuang, Yaorui Shi, Jue Hou, Yunong He, Mingwei Ye, Mingjun Xu, Yuming Su, Linfeng Zhang, Ying Qian, Linfeng Zhang, Guolin Ke, Hengxing Cai

机构 * DP Technology（DP技术公司）； Shanghai Jiao Tong University（上海交通大学）； East China Normal University（华东师范大学）

专题命中规划推理：reasoning(title,abstract)；分类 cs.AI、cs.LG

2506.09080 2025-10-20 cs.LG cs.AI q-fin.CP 81%

FinHEAR: Human Expertise and Adaptive Risk-Aware Temporal Reasoning for Financial Decision-Making

Jiaxiang Chen, Mingxi Zou, Zhuo Wang, Qifan Wang, Dongning Sun, Chi Zhang, Zenglin Xu

机构 * Fudan University（复旦大学）； Tensorpacific ； Peng Cheng Laboratory（鹏城实验室）； Meta AI ； Shanghai Academy of AI for Science (SAIS)（上海人工智能科学研究院）

专题命中规划推理：reasoning(title,abstract)；分类 cs.AI、cs.LG

2510.15421 2025-10-20 cs.CL 79%

When Seeing Is not Enough: Revealing the Limits of Active Reasoning in MLLMs

Hongcheng Liu, Pingjie Wang, Yuhao Wang, Siqu Ou, Yanfeng Wang, Yu Wang

机构 * Shanghai Jiao Tong University（上海交通大学）

专题命中规划推理：reasoning(title,abstract)；分类 cs.CL

Comments 20 pages, 13 figures

2412.07981 2025-10-20 cs.AI 79%

Where Common Knowledge Cannot Be Formed, Common Belief Can -- Planning with Multi-Agent Belief Using Group Justified Perspectives

Guang Hu, Tim Miller, Nir Lipovetzky

专题命中规划推理：planning(title,abstract)；分类 cs.AI

Comments 12 pages, including supplementary and reference

2509.02444 2025-10-20 cs.AI cs.CL cs.CV cs.HC 79%

AppCopilot: Toward General, Accurate, Long-Horizon, and Efficient Mobile Agent

Jingru Fan, Yufan Dang, Jingyao Wu, Huatao Li, Runde Yang, Xiyuan Yang, Yuheng Wang, Chen Qian

专题命中规划推理：reasoning(abstract)；chain-of-thought(abstract)；planning(abstract)；分类 cs.CL、cs.AI

Comments Project at https://github.com/OpenBMB/AppCopilot

2510.15283 2025-10-20 cs.CL cs.AI 73%

Exemplar-Guided Planing: Enhanced LLM Agent for KGQA

Jingao Xu, Shuoyoucheng Ma, Xin Song, Rong Jiang, Hongkui Tu, Bin Zhou

机构 * College of Computer Science and Technology, National University of Defense Technology, Changsha, China（计算机科学与技术学院，国防科技大学，长沙，中国）

专题命中规划推理：reasoning(abstract)；planning(abstract)；分类 cs.CL、cs.AI

2411.00784 2025-10-20 cs.IR cs.AI cs.CL cs.LG 67%

FIRE: Fact-checking with Iterative Retrieval and Verification

Zhuohan Xie, Rui Xing, Yuxia Wang, Jiahui Geng, Hasan Iqbal, Dhruv Sahnan, Iryna Gurevych, Preslav Nakov

机构 * MBZUAI ； The University of Melbourne（墨尔本大学）

专题命中规划推理：reasoning(abstract)；分类 cs.CL、cs.AI、cs.LG

Comments 4 figures, 8 tables, accepted to Findings of NAACL

2510.15047 2025-10-20 cs.LG cs.CL 62%

Internalizing World Models via Self-Play Finetuning for Agentic RL

Shiqi Chen, Tongyao Zhu, Zian Wang, Jinghan Zhang, Kangrui Wang, Siyang Gao, Teng Xiao, Yee Whye Teh, Junxian He, Manling Li

机构 * City University of Hong Kong（香港城市大学）； Northwestern University（西北大学）； The Hong Kong University of Science and Technology（香港科学与技术大学）； Oxford University（牛津大学）； Allen Institute for AI (AI2)（人工智能研究所）； University of Washington（华盛顿大学）； National University of Singapore（新加坡国立大学）； The Hong Kong Polytechnic University（香港理工大学）

专题命中规划推理：reasoning(abstract)；分类 cs.CL、cs.LG

2510.15455 2025-10-20 cs.CL 57%

CORE: Reducing UI Exposure in Mobile Agents via Collaboration Between Cloud and Local LLMs

Gucongcong Fan, Chaoyue Niu, Chengfei Lyu, Fan Wu, Guihai Chen

机构 * Shanghai Jiao Tong University（上海交通大学）； Alibaba Group（阿里巴巴集团）

专题命中规划推理：planning(abstract)；分类 cs.CL

2510.14169 2025-10-20 cs.AI 57%

JEDA: Query-Free Clinical Order Search from Ambient Dialogues

Praphul Singh, Corey Barrett, Sumana Srivasta, Amitabh Saikia, Irfan Bulu, Sri Gadde, Krishnaram Kenthapadi

机构 * Oracle Health & AI（Oracle健康与人工智能）

专题命中规划推理：reasoning(abstract)；分类 cs.AI

2510.04886 2025-10-20 cs.AI cs.MA 57%

Where Did It All Go Wrong? A Hierarchical Look into Multi-Agent Error Attribution

Adi Banerjee, Anirudh Nair, Tarik Borogovac

机构 * Amazon Web Services（亚马逊网络服务）

专题命中规划推理：reasoning(abstract)；分类 cs.AI

2507.19983 2025-10-20 cs.RO cs.AI 57%

CLASP: General-Purpose Clothes Manipulation with Semantic Keypoints

Yuhong Deng, Chao Tang, Cunjun Yu, Linfeng Li, David Hsu

机构 * School of Computing, Smart System Institute, National University of Singapore, Singapore（计算学院、智能系统研究所、新加坡国立大学，新加坡）； Department of Electronic and Electrical Engineering, Southern University of Science and Technology, China（电子与电气工程系、南方科技大学，中国）

专题命中规划推理：planning(abstract)；分类 cs.AI

2501.06262 2025-10-20 cs.RO cs.AI eess.IV 57%

Towards smart and adaptive agents for active sensing on edge devices

Devendra Vyas, Nikola Pižurica, Nikola Milović, Igor Jovančević, Miguel de Prado, Tim Verbelen

机构 * Computer Science Center, U. of Montenegro（蒙特内格罗大学计算机科学中心）