arXivDaily arXiv每日学术速递 周一至周五更新

AI 大模型

大模型推理能力

大模型数学、逻辑、规划、多步推理和测试时计算能力。

2026-05-05 至 2026-05-05 共收录 67 信号源:cs.CL, cs.AI, cs.LG

1. 其他推理 7 篇

2509.12464 2026-05-05 cs.AI 88%

Reasoning Models Can be Accurately Pruned Via Chain-of-Thought Reconstruction

推理模型可通过思维链重建实现准确剪枝

Ryan Lucas, Kayhan Behdin, Zhipeng Wang, Qingquan Song, Shao Tang, Rahul Mazumder

机构 * LinkedIn, Sunnyvale, CA(LinkedIn,硅谷,加利福尼亚州) Massachusetts Institute of Technology, Cambridge, MA(麻省理工学院,剑桥,马萨诸塞州)

专题命中 其他推理 :reasoning(title,abstract);chain-of-thought(title,abstract);分类 cs.AI

AI总结 本文提出通过重建思维链实现推理模型的高效剪枝,改进传统剪枝方法以适应推理任务,提升性能。

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2511.07372 2026-05-05 cs.LG 83%

Provable Benefit of Curriculum in Transformer Tree-Reasoning Post-Training

Transformer树推理后训练中课程的可证明益处

Dake Bu, Wei Huang, Andi Han, Atsushi Nitanda, Hau-San Wong, Qingfu Zhang, Taiji Suzuki

机构 * cuhk(城市大学) riken(理化学研究所先进智能项目中心) ism(统计数学研究所) usyd(悉尼大学) astar(科技研究局) ntu(南洋理工大学) utokyo(东京大学)

专题命中 其他推理 :reasoning(title,abstract);chain-of-thought(abstract);分类 cs.LG

AI总结 本文提出一个理论框架,证明课程后训练在提升推理性能方面具有指数级改进,通过分析发现课程策略能显著降低样本复杂度。

Comments Accepted as a conference paper at 43rd International Conference on Machine Learning (ICML 2026)

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2601.03267 2026-05-05 cs.CL cs.AI 62%

OpenAI GPT-5 System Card

OpenAI GPT-5 系统卡片

Aaditya Singh, Adam Fry, Adam Perelman, Adam Tart, Adi Ganesh, Ahmed El-Kishky, Aidan McLaughlin, Aiden Low, AJ Ostrow, Akhila Ananthram, Akshay Nathan, Alan Luo, Alec Helyar, Aleksander Madry, Aleksandr Efremov, Aleksandra Spyra, Alex Baker-Whitcomb, Alex Beutel, Alex Karpenko, Alex Makelov, Alex Neitz, Alex Wei, Alexandra Barr, Alexandre Kirchmeyer, Alexey Ivanov, Alexi Christakis, Alistair Gillespie, Allison Tam, Ally Bennett, Alvin Wan, Alyssa Huang, Amy McDonald Sandjideh, Amy Yang, Ananya Kumar, Andre Saraiva, Andrea Vallone, Andrei Gheorghe, Andres Garcia Garcia, Andrew Braunstein, Andrew Liu, Andrew Schmidt, Andrey Mereskin, Andrey Mishchenko, Andy Applebaum, Andy Rogerson, Ann Rajan, Annie Wei, Anoop Kotha, Anubha Srivastava, Anushree Agrawal, Arun Vijayvergiya, Ashley Tyra, Ashvin Nair, Avi Nayak, Ben Eggers, Bessie Ji, Beth Hoover, Bill Chen, Blair Chen, Boaz Barak, Borys Minaiev, Botao Hao, Bowen Baker, Brad Lightcap, Brandon McKinzie, Brandon Wang, Brendan Quinn, Brian Fioca, Brian Hsu, Brian Yang, Brian Yu, Brian Zhang, Brittany Brenner, Callie Riggins Zetino, Cameron Raymond, Camillo Lugaresi, Carolina Paz, Cary Hudson, Cedric Whitney, Chak Li, Charles Chen, Charlotte Cole, Chelsea Voss, Chen Ding, Chen Shen, Chengdu Huang, Chris Colby, Chris Hallacy, Chris Koch, Chris Lu, Christina Kaplan, Christina Kim, CJ Minott-Henriques, Cliff Frey, Cody Yu, Coley Czarnecki, Colin Reid, Colin Wei, Cory Decareaux, Cristina Scheau, Cyril Zhang, Cyrus Forbes, Da Tang, Dakota Goldberg, Dan Roberts, Dana Palmie, Daniel Kappler, Daniel Levine, Daniel Wright, Dave Leo, David Lin, David Robinson, Declan Grabb, Derek Chen, Derek Lim, Derek Salama, Dibya Bhattacharjee, Dimitris Tsipras, Dinghua Li, Dingli Yu, DJ Strouse, Drew Williams, Dylan Hunn, Ed Bayes, Edwin Arbus, Ekin Akyurek, Elaine Ya Le, Elana Widmann, Eli Yani, Elizabeth Proehl, Enis Sert, Enoch Cheung, Eri Schwartz, Eric Han, Eric Jiang, Eric Mitchell, Eric Sigler, Eric Wallace, Erik Ritter, Erin Kavanaugh, Evan Mays, Evgenii Nikishin, Fangyuan Li, Felipe Petroski Such, Filipe de Avila Belbute Peres, Filippo Raso, Florent Bekerman, Foivos Tsimpourlas, Fotis Chantzis, Francis Song, Francis Zhang, Gaby Raila, Garrett McGrath, Gary Briggs, Gary Yang, Giambattista Parascandolo, Gildas Chabot, Grace Kim, Grace Zhao, Gregory Valiant, Guillaume Leclerc, Hadi Salman, Hanson Wang, Hao Sheng, Haoming Jiang, Haoyu Wang, Haozhun Jin, Harshit Sikchi, Heather Schmidt, Henry Aspegren, Honglin Chen, Huida Qiu, Hunter Lightman, Ian Covert, Ian Kivlichan, Ian Silber, Ian Sohl, Ibrahim Hammoud, Ignasi Clavera, Ikai Lan, Ilge Akkaya, Ilya Kostrikov, Irina Kofman, Isak Etinger, Ishaan Singal, Jackie Hehir, Jacob Huh, Jacqueline Pan, Jake Wilczynski, Jakub Pachocki, James Lee, James Quinn, Jamie Kiros, Janvi Kalra, Jasmyn Samaroo, Jason Wang, Jason Wolfe, Jay Chen, Jay Wang, Jean Harb, Jeffrey Han, Jeffrey Wang, Jennifer Zhao, Jeremy Chen, Jerene Yang, Jerry Tworek, Jesse Chand, Jessica Landon, Jessica Liang, Ji Lin, Jiancheng Liu, Jianfeng Wang, Jie Tang, Jihan Yin, Joanne Jang, Joel Morris, Joey Flynn, Johannes Ferstad, Johannes Heidecke, John Fishbein, John Hallman, Jonah Grant, Jonathan Chien, Jonathan Gordon, Jongsoo Park, Jordan Liss, Jos Kraaijeveld, Joseph Guay, Joseph Mo, Josh Lawson, Josh McGrath, Joshua Vendrow, Joy Jiao, Julian Lee, Julie Steele, Julie Wang, Junhua Mao, Kai Chen, Kai Hayashi, Kai Xiao, Kamyar Salahi, Kan Wu, Karan Sekhri, Karan Sharma, Karan Singhal, Karen Li, Kenny Nguyen, Keren Gu-Lemberg, Kevin King, Kevin Liu, Kevin Stone, Kevin Yu, Kristen Ying, Kristian Georgiev, Kristie Lim, Kushal Tirumala, Kyle Miller, Lama Ahmad, Larry Lv, Laura Clare, Laurance Fauconnet, Lauren Itow, Lauren Yang, Laurentia Romaniuk, Leah Anise, Lee Byron, Leher Pathak, Leon Maksin, Leyan Lo, Leyton Ho, Li Jing, Liang Wu, Liang Xiong, Lien Mamitsuka, Lin Yang, Lindsay McCallum, Lindsey Held, Liz Bourgeois, Logan Engstrom, Lorenz Kuhn, Louis Feuvrier, Lu Zhang, Lucas Switzer, Lukas Kondraciuk, Lukasz Kaiser, Manas Joglekar, Mandeep Singh, Mandip Shah, Manuka Stratta, Marcus Williams, Mark Chen, Mark Sun, Marselus Cayton, Martin Li, Marvin Zhang, Marwan Aljubeh, Matt Nichols, Matthew Haines, Max Schwarzer, Mayank Gupta, Meghan Shah, Melody Y. Guan, Melody Huang, Meng Dong, Mengqing Wang, Mia Glaese, Micah Carroll, Michael Lampe, Michael Malek, Michael Sharman, Michael Zhang, Michele Wang, Michelle Pokrass, Mihai Florian, Mikhail Pavlov, Miles Wang, Ming Chen, Mingxuan Wang, Minnia Feng, Mo Bavarian, Molly Lin, Moose Abdool, Mostafa Rohaninejad, Nacho Soto, Natalie Staudacher, Natan LaFontaine, Nathan Marwell, Nelson Liu, Nick Preston, Nick Turley, Nicklas Ansman, Nicole Blades, Nikil Pancha, Nikita Mikhaylin, Niko Felix, Nikunj Handa, Nishant Rai, Nitish Keskar, Noam Brown, Ofir Nachum, Oleg Boiko, Oleg Murk, Olivia Watkins, Oona Gleeson, Pamela Mishkin, Patryk Lesiewicz, Paul Baltescu, Pavel Belov, Peter Zhokhov, Philip Pronin, Phillip Guo, Phoebe Thacker, Qi Liu, Qiming Yuan, Qinghua Liu, Rachel Dias, Rachel Puckett, Rahul Arora, Ravi Teja Mullapudi, Raz Gaon, Reah Miyara, Rennie Song, Rishabh Aggarwal, RJ Marsan, Robel Yemiru, Robert Xiong, Rohan Kshirsagar, Rohan Nuttall, Roman Tsiupa, Ronen Eldan, Rose Wang, Roshan James, Roy Ziv, Rui Shu, Ruslan Nigmatullin, Saachi Jain, Saam Talaie, Sam Altman, Sam Arnesen, Sam Toizer, Sam Toyer, Samuel Miserendino, Sandhini Agarwal, Sarah Yoo, Savannah Heon, Scott Ethersmith, Sean Grove, Sean Taylor, Sebastien Bubeck, Sever Banesiu, Shaokyi Amdo, Shengjia Zhao, Sherwin Wu, Shibani Santurkar, Shiyu Zhao, Shraman Ray Chaudhuri, Shreyas Krishnaswamy, Shuaiqi, Xia, Shuyang Cheng, Shyamal Anadkat, Simón Posada Fishman, Simon Tobin, Siyuan Fu, Somay Jain, Song Mei, Sonya Egoian, Spencer Kim, Spug Golden, SQ Mah, Steph Lin, Stephen Imm, Steve Sharpe, Steve Yadlowsky, Sulman Choudhry, Sungwon Eum, Suvansh Sanjeev, Tabarak Khan, Tal Stramer, Tao Wang, Tao Xin, Tarun Gogineni, Taya Christianson, Ted Sanders, Tejal Patwardhan, Thomas Degry, Thomas Shadwell, Tianfu Fu, Tianshi Gao, Timur Garipov, Tina Sriskandarajah, Toki Sherbakov, Tomek Korbak, Tomer Kaftan, Tomo Hiratsuka, Tongzhou Wang, Tony Song, Tony Zhao, Troy Peterson, Val Kharitonov, Victoria Chernova, Vineet Kosaraju, Vishal Kuo, Vitchyr Pong, Vivek Verma, Vlad Petrov, Wanning Jiang, Weixing Zhang, Wenda Zhou, Wenlei Xie, Wenting Zhan, Wes McCabe, Will DePue, Will Ellsworth, Wulfie Bain, Wyatt Thompson, Xiangning Chen, Xiangyu Qi, Xin Xiang, Xinwei Shi, Yann Dubois, Yaodong Yu, Yara Khakbaz, Yifan Wu, Yilei Qian, Yin Tat Lee, Yinbo Chen, Yizhen Zhang, Yizhong Xiong, Yonglong Tian, Young Cha, Yu Bai, Yu Yang, Yuan Yuan, Yuanzhi Li, Yufeng Zhang, Yuguang Yang, Yujia Jin, Yun Jiang, Yunyun Wang, Yushi Wang, Yutian Liu, Zach Stubenvoll, Zehao Dou, Zheng Wu, Zhigang Wang

机构 * OpenAI

专题命中 其他推理 :reasoning(abstract);分类 cs.CL、cs.AI

AI总结 GPT-5 是一个统一系统,具备快速回答问题的模型、深度推理模型和实时路由器,提升真实世界查询的实用性,减少幻觉并改进指令遵循。

Comments May 2026: Added monitorability evals and authors

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2605.01329 2026-05-05 cs.AI cs.CY 57%

Truth or Tribe: How In-group Favoritism Prioritize Facts in Persona Agents

真实还是部落:群体偏好如何优先事实于拟人代理

Shijun Lei, Hongyu Wang, Yunji Liang, Haowen Zheng, Bin Guo, Zhiwen Yu

机构 * Northwestern Polytechnical University(西北工业大学) Central University of Finance and Economics(中央财经大学)

专题命中 其他推理 :reasoning(abstract);分类 cs.AI

AI总结 研究探讨了群体偏好在面对矛盾信息时对拟人代理的影响,提出Triadic交互框架和三种干预策略以缓解群体偏见。

Comments 21 pages. Under review

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2604.16323 2026-05-05 cs.SE cs.AI 57%

Beyond the 'Diff': Addressing Agentic Entropy in Agentic Software Development

超越'差异':应对代理软件开发中的代理熵

Matteo Casserini, Alessandro Facchini, Andrea Ferrario

机构 * Dipartimento Tecnologie Innovative, SUPSI(技术创新部,SUPSI) Dalle Molle Institute for Artificial Intelligence (IDSIA), SUPSI(达勒莫利人工智能研究所(IDSIA),SUPSI) Management in Networked and Digital Societies (MINDS) Department, Kozminski University(网络化与数字化社会管理(MINDS)系,科津斯基大学) Institute of Biomedical Ethics and History of Medicine, University of Zurich(生物医学伦理与医学史研究所,苏黎世大学) ETH Zurich(苏黎世联邦理工学院)

专题命中 其他推理 :reasoning(abstract);分类 cs.AI

AI总结 本文提出一种过程导向的可解释框架,通过时间、工具调用和架构边界揭示代理决策过程,解决代理行为与架构意图的偏离问题,为代理监控提供意图层面的 telemetry。

Comments Camera-ready version of the position paper accepted to the Human-Centered Explainable AI (HCXAI) Workshop at CHI 2026

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2601.05254 2026-05-05 cs.IR cs.CL 57%

TagRAG: Tag-guided Hierarchical Knowledge Graph Retrieval-Augmented Generation

TagRAG:基于标签的分层知识图谱检索增强生成

Wenbiao Tao, Xinyuan Li, Yunshi Lan, Weining Qian

机构 * East China Normal University(东华师范大学)

专题命中 其他推理 :reasoning(abstract);分类 cs.CL

AI总结 TagRAG通过构建标签知识图谱和标签引导的检索生成框架,提升小语言模型的全局推理能力和知识增量效率,实验显示其在多个领域数据集上表现优异。

Comments Accepted by ACL 2026 Findings

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2512.10554 2026-05-05 cs.CV 50%

Grounding Everything in Tokens for Multimodal Large Language Models

基于令牌的多模态大语言模型的 grounding

Xiangxuan Ren, Zhongdao Wang, Liping Hou, Pin Tang, Guoqing Wang, Chao Ma

机构 * MoE Key Lab of Artificial Intelligence(人工智能混合专家模型关键实验室) AI Institute, Shanghai Jiao Tong University(上海交通大学人工智能研究院) Central Research Institute, Huawei(华为中央研究院)

专题命中 其他推理 :reasoning(abstract)

AI总结 本文提出GETok方法,通过整合可学习的令牌词汇提升多模态大语言模型在2D空间中的物体定位能力,实验显示其在多种指引用例任务中表现更优。

Comments 19 pages, 16 figures, 12 Tables

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