大模型推理能力 - arXivDaily 专题

2504.07986 2025-10-28 cs.CL cs.AI 86%

SEAL: Steerable Reasoning Calibration of Large Language Models for Free

Runjin Chen, Zhenyu Zhang, Junyuan Hong, Souvik Kundu, Zhangyang Wang

机构 * The University of Texas at Austin（德克萨斯大学奥斯汀分校）； Intel（英特尔）

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

2510.20310 2025-10-28 cs.AI 83%

Multi-Step Reasoning for Embodied Question Answering via Tool Augmentation

Mingliang Zhai, Hansheng Liang, Xiaomeng Fan, Zhi Gao, Chuanhao Li, Che Sun, Xu Bin, Yuwei Wu, Yunde Jia

机构 * Beijing Key Laboratory of Intelligent Information Technology（北京智能信息科技重点实验室）； Beijing Institute of Technology（北京理工大学）； Guangdong Laboratory of Machine Perception and Intelligent Computing（广东机器感知与智能计算实验室）； Shenzhen MSU-BIT University（深圳MSU-BIT大学）； School of Mechanical Engineering（机械工程学院）； Shanghai Artificial Intelligence Laboratory（上海人工智能实验室）

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

Comments 16 pages, 7 figures, 8 tables

2410.17266 2025-10-28 q-fin.RM cs.AI cs.CL cs.LG q-fin.CP 82%

Temporal Relational Reasoning of Large Language Models for Detecting Stock Portfolio Crashes

Kelvin J. L. Koa, Yunshan Ma, Yi Xu, Ritchie Ng, Huanhuan Zheng, Tat-Seng Chua

机构 * National University of Singapore（新加坡国立大学）； Singapore Management University（新加坡管理学院）

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

Comments ICAIF 2025 Workshop (Oral)

2510.07290 2025-10-28 cs.CL cs.LG 81%

On the Convergence of Moral Self-Correction in Large Language Models

Guangliang Liu, Haitao Mao, Bochuan Cao, Zhiyu Xue, Xitong Zhang, Rongrong Wang, Kristen Marie Johnson

机构 * Michigan State University（密歇根州立大学）； Amazon（亚马逊）； Pennsylvania State University（宾夕法尼亚州立大学）； University of California, Santa Barbara（加州大学圣塔芭芭拉分校）

专题命中复杂问题求解：self-correction(title,abstract)；分类 cs.CL、cs.LG

Comments 17 pages, 7 figures

2503.14350 2025-10-28 cs.CV cs.AI cs.CL 81%

VEGGIE: Instructional Editing and Reasoning Video Concepts with Grounded Generation

Shoubin Yu, Difan Liu, Ziqiao Ma, Yicong Hong, Yang Zhou, Hao Tan, Joyce Chai, Mohit Bansal

机构 * Adobe Research（Adobe研究机构）； University of Michigan（密歇根大学）； UNC Chapel Hill（北卡罗来纳大学教堂山分校）

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

Comments ICCV 2025; First three authors contributed equally. Project page: https://veggie-gen.github.io/

2510.22978 2025-10-28 cs.HC 78%

Reasoning About Reasoning: Towards Informed and Reflective Use of LLM Reasoning in HCI

Ramaravind Kommiya Mothilal, Sally Zhang, Syed Ishtiaque Ahmed, Shion Guha

专题命中复杂问题求解：reasoning(title,abstract)

Comments 14 pages, 3 figures, 1 table

2510.23182 2025-10-28 cs.CL 77%

SI-Bench: Benchmarking Social Intelligence of Large Language Models in Human-to-Human Conversations

Shuai Huang, Wenxuan Zhao, Jun Gao

机构 * Hello Group（Hello集团）

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

Comments 17 pages, 9 figures

2510.21853 2025-10-28 cs.CL 77%

Policy Optimization Prefers The Path of Least Resistance

Debdeep Sanyal, Aakash Sen Sharma, Dhruv Kumar, Saurabh Deshpande, Murari Mandal

机构 * Birla AI Labs（Birla人工智能实验室）； InvideoAI ； BITS Pilani（比斯·皮尔尼学院）； Kalinga Institute of Industrial Technology（卡林加工业技术学院）

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

Comments 21 pages, 8 figures, 2 tables

2507.06229 2025-10-28 cs.CL cs.AI 73%

Agent KB: Leveraging Cross-Domain Experience for Agentic Problem Solving

Xiangru Tang, Tianrui Qin, Tianhao Peng, Ziyang Zhou, Daniel Shao, Tingting Du, Xinming Wei, Peng Xia, Fang Wu, He Zhu, Ge Zhang, Jiaheng Liu, Xingyao Wang, Sirui Hong, Chenglin Wu, Hao Cheng, Chi Wang, Wangchunshu Zhou

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

2510.23208 2025-10-28 cs.LG cs.AI 62%

Increasing LLM Coding Capabilities through Diverse Synthetic Coding Tasks

Amal Abed, Ivan Lukic, Jörg K. H. Franke, Frank Hutter

机构 * University of Freiburg（弗赖堡大学）； ELLIS Institute Tübingen（图宾根ELLIS研究所）； Open-Sci Collective（开放科学集体）； LAION ； Prior Labs（Prior实验室）

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

Comments Presented at the 39th Conference on Neural Information Processing Systems (NeurIPS 2025) Workshop: The 4th Deep Learning for Code Workshop (DL4C)

2510.22344 2025-10-28 cs.CL cs.AI cs.IR 62%

FAIR-RAG: Faithful Adaptive Iterative Refinement for Retrieval-Augmented Generation

Mohammad Aghajani Asl, Majid Asgari-Bidhendi, Behrooz Minaei-Bidgoli

机构 * Sharif University of Technology（谢里夫理工大学）； Iran University of Science and Technology（伊朗科学技术大学）； Noor Avaran Jelvehaye Maanaei Najm Co., Ltd.（诺尔·阿瓦兰·杰拉维耶·马纳埃尼纳姆公司）

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

Comments 30 pages, 5 figures, 5 tables. Keywords: Retrieval-Augmented Generation (RAG), Large Language Models (LLMs), Agentic AI, Multi-hop Question Answering, Faithfulness

2510.21817 2025-10-28 cs.RO cs.CL cs.LG 62%

VITA-E: Natural Embodied Interaction with Concurrent Seeing, Hearing, Speaking, and Acting

Xiaoyu Liu, Chaoyou Fu, Chi Yan, Chu Wu, Haihan Gao, Yi-Fan Zhang, Shaoqi Dong, Cheng Qian, Bin Luo, Xiuyong Yang, Guanwu Li, Yusheng Cai, Yunhang Shen, Deqiang Jiang, Haoyu Cao, Xing Sun, Caifeng Shan, Ran He

机构 * Nanjing University（南京大学）； Tencent Youtu Lab（腾讯云图实验室）； CASIA（中国科学院自动化研究所）； Fourier Intelligence Inc.（傅里叶智能公司）

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

Comments Homepage: https://lxysl.github.io/VITA-E/

2510.23601 2025-10-28 cs.AI 57%

Alita-G: Self-Evolving Generative Agent for Agent Generation

Jiahao Qiu, Xuan Qi, Hongru Wang, Xinzhe Juan, Yimin Wang, Zelin Zhao, Jiayi Geng, Jiacheng Guo, Peihang Li, Jingzhe Shi, Shilong Liu, Mengdi Wang

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

Comments 15 pages, 3 figures

2508.21433 2025-10-28 cs.SE cs.AI 57%

The Complexity Trap: Simple Observation Masking Is as Efficient as LLM Summarization for Agent Context Management

Tobias Lindenbauer, Igor Slinko, Ludwig Felder, Egor Bogomolov, Yaroslav Zharov

机构 * JetBrains Research（JetBrains研究院）； School of Computation, Information and Technology, Technical University of Munich（技术大学慕尼黑计算、信息与技术学院）

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

Comments v3: DL4C camera-ready version to be presented at the 4th DL4C workshop co-located with NeurIPS '25; added OpenHands generality probe, added hybrid context management strategy

2510.22956 2025-10-28 cs.CL cs.IR 57%

Tagging-Augmented Generation: Assisting Language Models in Finding Intricate Knowledge In Long Contexts

Anwesan Pal, Karen Hovsepian, Tinghao Guo, Mengnan Zhao, Somendra Tripathi, Nikos Kanakaris, George Mihaila, Sumit Nigam

机构 * AWS AI Labs（AWS人工智能实验室）； Amazon Web Services（亚马逊网络服务）； Amazon OTS（亚马逊OTS）； Amazon Catalog AI（亚马逊目录人工智能）

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

Comments Paper accepted at EMNLP 2025

2510.22396 2025-10-28 cs.CR 50%

PortGPT: Towards Automated Backporting Using Large Language Models

Zhaoyang Li, Zheng Yu, Jingyi Song, Meng Xu, Yuxuan Luo, Dongliang Mu

专题命中复杂问题求解：reasoning(abstract)

Comments Accepted by IEEE S&P 2026

1. 复杂问题求解 16 篇