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AI 大模型

语言大模型 / LLM

大语言模型、预训练、指令微调、后训练和语言模型应用。

2025-10-13 至 2025-10-13 共收录 241 信号源:cs.CL, cs.AI, cs.LG

1. 推理与问题求解 38 篇

2510.08549 2025-10-13 cs.LG 88%

Entropy Regularizing Activation: Boosting Continuous Control, Large Language Models, and Image Classification with Activation as Entropy Constraints

Zilin Kang, Chonghua Liao, Tingqiang Xu, Huazhe Xu

机构 * Shanghai Qi Zhi Institute(上海启智研究所) Department of Computer Science and Technology, Tsinghua University(清华大学计算机科学与技术系) Institute for Interdisciplinary Information Sciences, Tsinghua University(清华大学交叉信息研究院) Shanghai Artificial Intelligence Laboratory(上海人工智能实验室)

专题命中 推理与问题求解 :large language model(title,abstract);language model(title,abstract);分类 cs.LG

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2510.08779 2025-10-13 cs.LG cs.AI 88%

Guiding Exploration in Reinforcement Learning Through LLM-Augmented Observations

Vaibhav Jain, Gerrit Grossmann

专题命中 推理与问题求解 :LLM(title,abstract);large language model(abstract);language model(abstract);pretraining(abstract)

Comments Accepted to LM4Plan Workshop @ ICAPS 2025 (withdrawn before presentation due to lack of travel funding)

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2510.08705 2025-10-13 cs.RO cs.AI 85%

ConPoSe: LLM-Guided Contact Point Selection for Scalable Cooperative Object Pushing

Noah Steinkrüger, Nisarga Nilavadi, Wolfram Burgard, Tanja Katharina Kaiser

机构 * Department of Computer Science and Artificial Intelligence, University of Technology Nuremberg(计算机科学与人工智能系,图恩大学)

专题命中 推理与问题求解 :LLM(title,abstract);large language model(abstract);language model(abstract);分类 cs.AI

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2506.09014 2025-10-13 cs.CL 85%

Learning to Reason Across Parallel Samples for LLM Reasoning

Jianing Qi, Xi Ye, Hao Tang, Zhigang Zhu, Eunsol Choi

机构 * CUNY Grad Center(纽约大学研究生中心) Princeton University(普林斯顿大学) BMCC(布鲁克林社区学院) CCNY(城市学院) New York University(纽约大学)

专题命中 推理与问题求解 :LLM(title,abstract);large language model(abstract);language model(abstract);分类 cs.CL

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2506.11034 2025-10-13 cs.LG cs.AI cs.CL 85%

CausalVLBench: Benchmarking Visual Causal Reasoning in Large Vision-Language Models

Aneesh Komanduri, Karuna Bhaila, Xintao Wu

机构 * Department of Electrical Engineering and Computer Science University of Arkansas(电气工程与计算机科学系 奎萨克大学)

专题命中 推理与问题求解 :language model(title,abstract);large language model(abstract);分类 cs.CL、cs.AI、cs.LG

Comments Accepted to the 2025 Conference on Empirical Methods in Natural Language Processing (EMNLP 2025 Main)

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2510.09426 2025-10-13 cs.CL 84%

KORMo: Korean Open Reasoning Model for Everyone

Minjun Kim, Hyeonseok Lim, Hangyeol Yoo, Inho Won, Seungwoo Song, Minkyung Cho, Junhun Yuk, Changsu Choi, Dongjae Shin, Huige Lee, Hoyun Song, Alice Oh, Kyungtae Lim

专题命中 推理与问题求解 :LLM(abstract);large language model(abstract);language model(abstract);instruction tuning(abstract)

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2510.08595 2025-10-13 cs.CL 84%

Systematic Diagnosis of Brittle Reasoning in Large Language Models

V. S. Raghu Parupudi

机构 * University of California, San Diego(加州大学圣地亚哥分校)

专题命中 推理与问题求解 :large language model(title);language model(title);分类 cs.CL

Comments Submitted to NEURIPS-2025 MATHAI workshop

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2510.02387 2025-10-13 cs.SE cs.AI cs.LG 84%

CWM: An Open-Weights LLM for Research on Code Generation with World Models

FAIR CodeGen team, Jade Copet, Quentin Carbonneaux, Gal Cohen, Jonas Gehring, Jacob Kahn, Jannik Kossen, Felix Kreuk, Emily McMilin, Michel Meyer, Yuxiang Wei, David Zhang, Kunhao Zheng, Jordi Armengol-Estapé, Pedram Bashiri, Maximilian Beck, Pierre Chambon, Abhishek Charnalia, Chris Cummins, Juliette Decugis, Zacharias V. Fisches, François Fleuret, Fabian Gloeckle, Alex Gu, Michael Hassid, Daniel Haziza, Badr Youbi Idrissi, Christian Keller, Rahul Kindi, Hugh Leather, Gallil Maimon, Aram Markosyan, Francisco Massa, Pierre-Emmanuel Mazaré, Vegard Mella, Naila Murray, Keyur Muzumdar, Peter O'Hearn, Matteo Pagliardini, Dmitrii Pedchenko, Tal Remez, Volker Seeker, Marco Selvi, Oren Sultan, Sida Wang, Luca Wehrstedt, Ori Yoran, Lingming Zhang, Taco Cohen, Yossi Adi, Gabriel Synnaeve

机构 * Meta FAIR CodeGen Team(FAIR CodeGen团队)

专题命中 推理与问题求解 :LLM(title,abstract);SFT(abstract);分类 cs.AI、cs.LG

Comments 58 pages

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2510.09244 2025-10-13 cs.AI 83%

Fundamentals of Building Autonomous LLM Agents

Victor de Lamo Castrillo, Habtom Kahsay Gidey, Alexander Lenz, Alois Knoll

机构 * Universitat Politècnica de Catalunya(巴塞罗那理工大学) Technische Universität München(慕尼黑技术大学)

专题命中 推理与问题求解 :LLM(title);large language model(abstract);language model(abstract);分类 cs.AI

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2510.08988 2025-10-13 cs.CL cs.FL 83%

MASA: LLM-Driven Multi-Agent Systems for Autoformalization

Lan Zhang, Marco Valentino, André Freitas

机构 * Department of Computer Science, University of Manchester(曼彻斯特大学计算机科学系) School of Computer Science, University of Sheffield(谢菲尔德大学计算机科学学院) Idiap Research Institute(Idiap研究 institute) National Biomarker Centre, CRUK Manchester Institute(国家生物标志物中心,CRUK曼彻斯特研究所)

专题命中 推理与问题求解 :LLM(title);large language model(abstract);language model(abstract);分类 cs.CL

Comments EMNLP 2025 Demo camera-ready. Code and data are available at: https://github.com/lanzhang128/multi_agent_autoformalization

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2510.09358 2025-10-13 cs.CV 82%

Boosting Multi-modal Keyphrase Prediction with Dynamic Chain-of-Thought in Vision-Language Models

Qihang Ma, Shengyu Li, Jie Tang, Dingkang Yang, Shaodong Chen, Yingyi Zhang, Chao Feng, Jiao Ran

机构 * ByteDance Douyin Content Group(字节跳动抖音内容团队)

专题命中 推理与问题求解 :language model(title,abstract);SFT(abstract)

Comments EMNLP2025. Code is avaible at https://github.com/bytedance/DynamicCoT

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2508.05118 2025-10-13 cs.LG cs.AI cs.CL 80%

Reasoning through Exploration: A Reinforcement Learning Framework for Robust Function Calling

Bingguang Hao, Zengzhuang Xu, Maolin Wang, Yuntao Wen, Yicheng Chen, Cunyin Peng, Long Chen, Dong Wang, Xiangyu Zhao, Jinjie Gu, Chenyi Zhuang, Ji Zhang

机构 * AWorld Team, Inclusion AI(AWorld团队,Inclusion AI) City University of Hong Kong(香港城市大学) Southwest Jiaotong University(西南交通大学)

专题命中 推理与问题求解 :large language model(abstract);language model(abstract);SFT(abstract);分类 cs.CL、cs.AI、cs.LG

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2510.08800 2025-10-13 cs.CL cs.AI 79%

Benchmarking Chinese Commonsense Reasoning with a Multi-hop Reasoning Perspective

Wangjie You, Xusheng Wang, Xing Wang, Wenxiang Jiao, Chao Feng, Juntao Li, Min Zhang

机构 * Douyin Content Group, ByteDance(字节跳动内容部) School of Computer Science and Technology, Soochow University(苏州大学计算机科学与技术学院)

专题命中 推理与问题求解 :LLM(abstract);large language model(abstract);language model(abstract);分类 cs.CL、cs.AI

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2510.07488 2025-10-13 cs.CL cs.AI 79%

Can Lessons From Human Teams Be Applied to Multi-Agent Systems? The Role of Structure, Diversity, and Interaction Dynamics

Rasika Muralidharan, Haewoon Kwak, Jisun An

机构 * Indiana University Bloomington(印第安纳大学布卢明顿分校)

专题命中 推理与问题求解 :LLM(abstract);large language model(abstract);language model(abstract);分类 cs.CL、cs.AI

Comments Under Review at ARR

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2509.26048 2025-10-13 cs.CL 77%

RE-Searcher: Robust Agentic Search with Goal-oriented Planning and Self-reflection

Daocheng Fu, Jianbiao Mei, Licheng Wen, Xuemeng Yang, Cheng Yang, Rong Wu, Tao Hu, Siqi Li, Yufan Shen, Xinyu Cai, Pinlong Cai, Botian Shi, Yong Liu, Yu Qiao

机构 * Fudan University(复旦大学) Shanghai Artificial Intelligence Laboratory(上海人工智能实验室) Zhejiang University(浙江大学) Shanghai Innovation Institute(上海创新研究院) Shanghai Jiao Tong University(上海交通大学) Central South University(中南大学)

专题命中 推理与问题求解 :LLM(abstract);large language model(abstract);language model(abstract);分类 cs.CL

Comments 15 pages, 7 figures

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2510.09472 2025-10-13 cs.CL cs.LG cs.LO 73%

Hybrid Models for Natural Language Reasoning: The Case of Syllogistic Logic

Manuel Vargas Guzmán, Jakub Szymanik, Maciej Malicki

机构 * University of Warsaw(华沙大学) University of Trento(特伦托大学) Institute of Fundamental Technological Research, Polish Academy of Sciences(波兰科学院基础技术研究所)

专题命中 推理与问题求解 :large language model(abstract);language model(abstract);分类 cs.CL、cs.LG

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2510.08790 2025-10-13 cs.AI cs.CL 73%

COMPASS: Enhancing Agent Long-Horizon Reasoning with Evolving Context

Guangya Wan, Mingyang Ling, Xiaoqi Ren, Rujun Han, Sheng Li, Zizhao Zhang

专题命中 推理与问题求解 :LLM(abstract);post-training(abstract);分类 cs.CL、cs.AI

Comments Under Review for ACL

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2510.08892 2025-10-13 cs.CL cs.AI 73%

Exploring Multi-Temperature Strategies for Token- and Rollout-Level Control in RLVR

Haomin Zhuang, Yujun Zhou, Taicheng Guo, Yue Huang, Fangxu Liu, Kai Song, Xiangliang Zhang

机构 * University of Notre Dame(诺丁汉大学) ByteDance(字节跳动)

专题命中 推理与问题求解 :large language model(abstract);language model(abstract);分类 cs.CL、cs.AI

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2506.22200 2025-10-13 cs.LG cs.AI 73%

EFRame: Deeper Reasoning via Exploration-Filter-Replay Reinforcement Learning Framework

Chen Wang, Lai Wei, Yanzhi Zhang, Chenyang Shao, Zedong Dan, Weiran Huang, Yuzhi Zhang, Yue Wang

机构 * Zhongguancun Academy(中关村学院) College of Software, Nankai University(南开大学软件学院) School of Computer Science, Shanghai Jiao Tong University(上海交通大学计算机科学学院) Academy of Mathematics and Systems Science, Chinese Academy of Sciences(中国科学院数学与系统科学研究院) Department of Electronic Engineering, Tsinghua University(清华大学电子工程系)

专题命中 推理与问题求解 :large language model(abstract);language model(abstract);分类 cs.AI、cs.LG

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2510.09369 2025-10-13 cs.CL 70%

Token-Level Policy Optimization: Linking Group-Level Rewards to Token-Level Aggregation via Markov Likelihood

Xingyu Lin, Yilin Wen, En Wang, Du Su, Wenbin Liu, Chenfu Bao, Zhonghou Lv

机构 * Baidu Inc(百度公司) College of Computer Science and Technology, Jilin University(吉林大学计算机科学与技术学院) Key Laboratory of Symbolic Computation and Knowledge Engineering of MOE, Jilin University(吉林大学教育部符号计算与知识工程重点实验室) State Key Laboratory of AI Safety, Institute of Computing Technology, Chinese Academy of Sciences(中国科学院人工智能安全国家重点实验室)

专题命中 推理与问题求解 :large language model(abstract);language model(abstract);分类 cs.CL

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2510.09189 2025-10-13 cs.CL 70%

LLaMAX2: Your Translation-Enhanced Model also Performs Well in Reasoning

Changjiang Gao, Zixian Huang, Jingyang Gong, Shujian Huang, Lei Li, Fei Yuan

机构 * National Key Laboratory for Novel Software Technology, Nanjing University(南京大学新型软件技术国家重点实验室) The University of Hong Kong(香港大学) Carnegie Mellon University(卡内基梅隆大学) Shanghai Artificial Intelligent Laboratory(上海人工智能实验室)

专题命中 推理与问题求解 :large language model(abstract);language model(abstract);分类 cs.CL

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2510.09001 2025-10-13 cs.CL 70%

DARO: Difficulty-Aware Reweighting Policy Optimization

Jingyu Zhou, Lu Ma, Hao Liang, Chengyu Shen, Bin Cui, Wentao Zhang

专题命中 推理与问题求解 :large language model(abstract);language model(abstract);分类 cs.CL

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2510.08981 2025-10-13 cs.SE cs.AI 70%

SEER: Sustainability Enhanced Engineering of Software Requirements

Mandira Roy, Novarun Deb, Nabendu Chaki, Agostino Cortesi

机构 * Ca' Foscari University(卡沃斯卡里大学) University of Calgary(卡尔加里大学) University of Calcutta(加尔各答大学)

专题命中 推理与问题求解 :large language model(abstract);language model(abstract);分类 cs.AI

Comments Main Paper: 32 pages, References: 3 pages, Appendix: 13 pages. Submitted to the Journal of Systems and Software, Elsevier

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2510.08959 2025-10-13 cs.AI 70%

DualResearch: Entropy-Gated Dual-Graph Retrieval for Answer Reconstruction

Jinxin Shi, Zongsheng Cao, Runmin Ma, Yusong Hu, Jie Zhou, Xin Li, Lei Bai, Liang He, Bo Zhang

机构 * Shanghai Artificial Intelligence Laboratory(上海人工智能实验室)

专题命中 推理与问题求解 :large language model(abstract);language model(abstract);分类 cs.AI

Comments 16 pages, 6 figures, 5 tables, Under Review

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2510.08665 2025-10-13 cs.SE cs.AI 70%

RA-Gen: A Controllable Code Generation Framework Using ReAct for Multi-Agent Task Execution

Aofan Liu, Haoxuan Li, Bin Wang, Ao Yang, Hui Li

机构 * School of Electronic and Computer Engineering, Peking University(电子与计算机工程学院,北京大学) Guangdong Provincial Key Laboratory of Ultra High Definition Immersive Media Technology(超高清沉浸媒体技术省重点实验室) Shenzhen Graduate School, Peking University(深圳研究生院,北京大学) Shenzhen International Graduate School, Tsinghua University(深圳国际研究生院,清华大学)

专题命中 推理与问题求解 :large language model(abstract);language model(abstract);分类 cs.AI

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2510.08811 2025-10-13 cs.RO 67%

Adaptive Motion Planning via Contact-Based Intent Inference for Human-Robot Collaboration

Jiurun Song, Xiao Liang, Minghui Zheng

机构 * Department of Mechanical Engineering, Texas A&M University(机械工程系,德克萨斯A&M大学) Department of Civil and Environmental Engineering, Texas A&M University(土木与环境工程系,德克萨斯A&M大学)

专题命中 推理与问题求解 :large language model(abstract);language model(abstract)

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2510.06189 2025-10-13 cs.AI 57%

Barbarians at the Gate: How AI is Upending Systems Research

Audrey Cheng, Shu Liu, Melissa Pan, Zhifei Li, Bowen Wang, Alex Krentsel, Tian Xia, Mert Cemri, Jongseok Park, Shuo Yang, Jeff Chen, Lakshya Agrawal, Aditya Desai, Jiarong Xing, Koushik Sen, Matei Zaharia, Ion Stoica

机构 * UC Berkeley(加州大学伯克利分校)

专题命中 推理与问题求解 :LLM(abstract);分类 cs.AI

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2508.19029 2025-10-13 cs.LG 57%

Revisiting associative recall in modern recurrent models

Destiny Okpekpe, Antonio Orvieto

机构 * Max Planck Institute for Intelligent Systems(马克斯·普朗克智能系统研究所) ELLIS Institute(ELLIS研究所) Tübingen AI Center(图宾根人工智能中心)

专题命中 推理与问题求解 :language model(abstract);分类 cs.LG

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2510.08964 2025-10-13 cs.CV cs.CL 57%

Unleashing Perception-Time Scaling to Multimodal Reasoning Models

Yifan Li, Zhenghao Chen, Ziheng Wu, Kun Zhou, Ruipu Luo, Can Zhang, Zhentao He, Yufei Zhan, Wayne Xin Zhao, Minghui Qiu

机构 * Gaoling School of Artificial Intelligence, Renmin University of China(中国人民大学北京校区人工智能学院) Beijing Key Laboratory of Research on Large Models and Intelligent Governance(北京大模型与智能治理重点实验室) ByteDance(字节跳动) University of California, San Diego(加州大学圣地亚哥分校) Institute of Automation, Chinese Academy of Sciences(中国科学院自动化研究所)

专题命中 推理与问题求解 :language model(abstract);分类 cs.CL

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2506.19418 2025-10-13 cs.CL 57%

Learning to Disentangle Latent Reasoning Rules with Language VAEs: A Systematic Study

Yingji Zhang, Marco Valentino, Danilo S. Carvalho, André Freitas

机构 * Department of Computer Science, University of Manchester(曼彻斯特大学计算机科学系) School of Computer Science, University of Sheffield(谢菲尔德大学计算机科学学院) Idiap Research Institute(Idiap研究机构) Cancer Biomarker Centre, CRUK Manchester Institute(CRUK曼彻斯特研究所癌症生物标记中心)

专题命中 推理与问题求解 :language model(abstract);分类 cs.CL

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