语言大模型 / LLM

AdaKP: Online Adaptive Knowledge-Point Selection for Reasoning-Oriented Reinforcement Learning

AdaKP：面向推理强化学习的在线自适应知识点选择

Zibin Meng, Zhenyu Zhao, Chunqiang Run

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

AI总结 研究针对强化学习在竞赛级数学中奖励稀疏问题，提出AdaKP在线自适应知识点选择方法，通过熵代理评分，结合三种机制及验证门，改进标准训练器，在竞赛数学基准上优于静态选择基线。

AI's Capability in Assisting Scientific Research in Physics, Astrophysics, and Cosmology II: Project Planning and Proposal Evaluation

人工智能在协助物理、天体物理和宇宙学科学研究中的能力II：项目规划与提案评估

Jia Liu, Veena Krishnaraj, Kateryna Vovk, Kosuke Aizawa, Adrian E. Bayer, Linda Blot, Jessica Cowell, Suyog Garg, Jonathan Grée, Anamaria Hell, Ben Horowitz, Masaya Ichikawa, Kanyuni Iemoto, Keigo Kondo, Zacharie Lorsin, Kevin McCarthy, Jamie Robinson, Miguel Ruiz-Granda, Leander Thiele, Ievgen Vovk, Mingshen Zhou

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

AI总结 研究大语言模型在科学项目规划与提案评估中的作用，人类和三个当代模型生成计划，再由人类与前沿模型盲评，结果显示当前模型能产出类似人工的计划，但人工智能评审员更青睐人工智能生成的提案，部署时需谨慎。

Comments 16 pages, 4 figures

GeoAnchor: Collaborative Reasoning via Latent Decomposition for 3D Spatial Understanding

GeoAnchor：通过潜在分解进行协作推理以实现3D空间理解

Hao Li, Han Fang, Zixin Pan, Xin Wei, Hongbo Sun, Jinglin Xu, Zhiyu Lin, Ye Yuan, Zhongjiang He, Yu Yu, Hao Sun

机构 * Shanghai Jiao Tong University（上海交通大学） ； Xingchen AGI Lab, China Telecom Artificial Intelligence Technology (Beijing) Co., Ltd（星辰通用人工智能实验室，中国电信人工智能技术（北京）有限公司） ； University of Science and Technology Beijing（北京科技大学） ； The Hong Kong University of Science and Technology (Guangzhou)（香港科技大学（广州）） 纠错

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

AI总结 针对从2D图像理解3D空间关系的挑战，提出GeoAnchor框架，通过分解3D空间信息为互补组件并结合协作训练策略，实现动态可解释推理，在复杂3D推理任务中优于现有技术。

Comments Accepted by ACM MM 2026

RoboPIN: Grounded Embodied Reasoning via Pinned Chain-of-Thought

RoboPIN: 基于锚定思维链的具身推理

Yaoting Huang, Yifu Yuan, Linqi Han, Chengwen Li, Shuoheng Zhang, Xianze Yao, Hongyao Tang, Yan Zheng, Jianye Hao

机构 * Tianjin University（天津大学） 纠错

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

AI总结 提出Pinned Chain-of-Thought (PinCoT)推理范式，通过结构化视觉锚点绑定实体，解决多步推理中实体引用漂移和视觉解耦问题；训练4B参数模型在14个基准上平均超越最强7B基线12%。

Beyond Factual Accuracy: Evaluating Global Reasoning Integrity in RAG Systems with LogicScore

超越事实准确性：使用逻辑得分评估RAG系统中的全球推理完整性

Zhichao Yan, Yunxiao Zhao, Jiapu Wang, Jiaoyan Chen, Xiaoli Li, Ru Li, Jeff Z. Pan

机构 * Shanxi University（山西大学） ； Nanjing University of Science and Technology（南京理工大学） ； University of Manchester（曼彻斯特大学） ； Singapore University of Technology and Design（新加坡科技设计大学） ； University of Edinburgh（爱丁堡大学） 纠错

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

AI总结 本文提出LogicScore，通过全局推理审查弥补RAG系统在长文本生成中逻辑完整性不足的问题，揭示模型在事实准确性高但全局推理质量差的缺陷。

AlphaCrafter: Harnessing Multi-Agent Workflows for Cross-Sectional Quantitative Trading

AlphaCrafter：一个跨截面量化交易的全栈多智能体框架

Yishuo Yuan, Jiayi Sheng, Sirui Zeng, Jiaqi Wang, Jiaheng Liu

机构 * Nanjing University（南京大学） 纠错

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

AI总结 AlphaCrafter通过连续适应的因子到执行管道，整合因子发现、制度适应选择和风险约束执行，实现跨截面量化交易的鲁棒性能。

Comments Submitted to AAAI 2027

CHILL-Harness: Counterfactual Harness Learning for Efficient Reasoning in Long-Horizon Agents

CHILL-Harness：用于长期智能体高效推理的反事实控制学习

Jiarun Fu, Lizhong Ding, Sida Chen, Honglei Xin, Chunhui Zhang, Pengqi Li, Qiuning Wei, Ye Yuan, Guoren Wang

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

AI总结 研究长期智能体控制中因依赖固定策略导致效率低的问题，提出CHILL-Harness方法，通过因果干预效应学习和优势实现因果编排，结合成功保留目标与约束，在多任务实验中减少消耗与时间，保持或提高任务成功率。

TabRank: Chain-of-Thought Distillation for Table Re-Rankers

TabRank：表格重排器的思维链蒸馏

Adarsh Singh, Kushal Raj Bhandari, Jianxi Gao, Soham Dan, Vivek Gupta

机构 * Arizona State University（亚利桑那州立大学） ； Rensselaer Polytechnic Institute（伦斯勒理工学院） ； Scale AI 纠错

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

AI总结 研究针对表格检索训练推理重排器的问题，提出TabRank框架，通过构建数据集并探索两种训练紧凑推理模型的变体，经压力测试，该方法在多表格检索数据集上显著提升性能，有效推广到多表格推理。

Comments 8 pages, 3 figures

Automatic Knowledge Graph Construction and Query for Earthquake Catalogs

地震目录的自动知识图谱构建与查询

Yuxin Zhou, Huai Zhang, S. Mostafa Mousavi

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

AI总结 研究针对地震目录中开放性问题解答受限的情况，应用GraphRAG直接处理原始表格记录，构建可查询知识图谱，经评估改进并识别陷阱，提供实用查询接口，确保结果准确可靠。

NeuroSymActive: Differentiable Neural-Symbolic Reasoning with Active Exploration for Knowledge Graph Question Answering

NeuroSymActive：基于主动探索的可微神经符号推理用于知识图谱问答

Rong Fu, Yang Li, Zeyu Zhang, Jiekai Wu, Yaohua Liu, Shuaishuai Cao, Yangchen Zeng, Yuhang Zhang, Xiaojing Du, Simon Fong

机构 * University of Macau（澳门大学） ； University of Chinese Academy of Sciences（中国科学院大学） ； The Australian National University（澳大利亚国立大学） ； Juntendo University（静冈大学） ； Guangdong Institute of Intelligence Science and Technology（广东智能科学与技术研究院） ； Central South University（中南大学） ； Southeast University（东南大学） ； China Agricultural University（中国农业大学） ； Adelaide University（阿德莱德大学） 纠错

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

AI总结 NeuroSymActive结合可微神经符号推理层和主动探索控制器，通过软统一流程模块和神经路径评估器提升知识图谱问答的准确性和效率。

Comments 26 pages, 7 figures

Towards Understanding the Cognitive Habits of Large Reasoning Models

迈向理解大型推理模型的认知习惯

Jianshuo Dong, Yujia Fu, Chuanrui Hu, Chao Zhang, Han Qiu

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

AI总结 研究大型推理模型是否展现类人认知习惯，基于“思维习惯”框架引入CogTest基准测试，对16个语言模型评估发现LRMs有类人习惯且能自适应运用，还揭示了习惯异同模式及与有害回答的关联，为理解模型不当行为提供重要依据。

Comments Published at Machine Intelligence Research vol.23, no.4, pp.873-886

CAGE: Cognitive Attribution Graphs for Faithful Inline Citation Generation in Long-Form Question Answering

CAGE：用于长格式问答中忠实内联引用生成的认知归因图

Zhichao Yan, Shizhao Li, Jiapu Wang, Haoran Luo, Qingang Zhang, Jiaoyan Chen, Ru Li, Jeff Z. Pan

专题命中 推理与问题求解 ：LLM(abstract)；分类 cs.CL

AI总结 长格式问答中存在引用不足以支持主张的问题，CAGE提出两阶段框架，先训练认知图归纳模型构建支持子图，再用结构化引用推理模型生成对齐引用，实验证明该方法有效并实现最优性能。

EviDAG: Auditable Causal DAG Authoring with Biomedical Literature

DAGForge：利用生物医学文献进行可审计的因果DAG创作

Yi-han Sheu, Michael R. Steigman, Yu Zhou, Bo Wang, Fan-Yu Yen, Jordan W. Smoller

机构 * Massachusetts General Hospital（麻省总医院） ； Harvard University（哈佛大学） ； Northeastern University（东北大学） 纠错

专题命中 推理与问题求解 ：LLM(abstract)；分类 cs.AI

AI总结 该研究针对生物医学因果分析中构建因果DAG多为手动过程的问题，提出DAGForge系统。它能基于研究概念描述创作可审计的因果DAG，经评估在召回率等方面表现良好，减轻了DAG策划负担，支持生物医学研究相关工作。

Comments 10 pages, 2 figures

Untrusted Authors, Trusted Answers: A Calculus of Fidelity-Graded Translations

不可信作者，可信答案：保真度分级翻译演算

Christoph Kirsch

专题命中 推理与问题求解 ：LLM(abstract_cn)；分类 cs.AI

AI总结 研究翻译问题，提出保真度分级翻译演算，该演算可按程序检查、通过粘贴组合，核心在Lean 4中机械化，在hurdy - gurdy平台实现，报告了多项实验结果，其增长模型通过任何人贡献语言对扩展语言支持。

Comments 29 pages. v2: rewritten on the two-plane principle; directional squares primary (exactness = the identity-embedding case, mechanized incl. the lax telescope); the answerability loop and its economy (demand books, recommended-then-registered); post-snapshot exhibits. Code, evidence, Lean mechanization: https://github.com/cksystemsgroup/hurdy-gurdy (tag arxiv.2)

DSCD-Nav: Dual-Stance Cooperative Debate for Object Navigation

DSCD-Nav: 双视角协作辩论用于物体导航

Weitao An, Qi Liu, Chenghao Xu, Jiayi Chai, Xu Yang, Kun Wei, Cheng Deng

机构 * School of Electronic Engineering, Xidian University, Xi' an 710071, China.（西安电子科技大学电子工程学院） 纠错

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

AI总结 DSCD-Nav通过双视角协作辩论机制提升机器人在部分可观测环境中的导航可靠性与效率。

The Disruptive Impact of Large Language Models on Capture the Flag Competitions and the Path Toward Fair Play

大语言模型对夺旗赛的颠覆性影响及公平竞赛之路

Michael Macaulay, Harmony Bouabid, Guo Gen Ang, Sasha Shaw

机构 * WMG, University of Warwick（华威大学制造工程学院） 纠错

专题命中 评测与基准 ：large language model(title,abstract)；language model(title,abstract)；LLM(summary_cn,abstract)；分类 cs.AI

AI总结 研究大语言模型对夺旗赛的影响，通过混合方法绘制人机能力边界，发现社区对AI参赛分歧源于竞赛目的不明。为此提出含分层分组、抗LLM挑战设计等的保障框架及决策工具，其适用于网络安全中以结果证能力的场景。

Comments 20 pages, 3 figures, 1 table

Hybrid Analysis for Secure MCP Tool Use in LLM Agents

用于大语言模型智能体中安全MCP工具使用的混合分析

Ping He, Yuexiang Xie, Yaliang Li, Shouling Ji

专题命中 评测与基准 ：LLM(title,summary_cn)；large language model(abstract)；language model(abstract)；分类 cs.AI

AI总结 研究LLM智能体中MCP工具使用的安全问题，提出基于混合分析的MTGuard框架，利用生命周期感知的静态 - 动态协同分析，有效减轻有害工具使用，保持良性任务性能。

CogArena: A Multimethod Evaluation of Cognitive Ability Structure in Large Language Models

CogArena：大语言模型认知能力结构的多方法评估

Dengzhe Hou, Lingyu Jiang, Fangzhou Lin, Kazunori D Yamada

专题命中 评测与基准 ：large language model(title)；language model(title)；LLM(abstract,abstract_cn)；prompting(abstract)

AI总结 研究围绕多方法框架构建CogArena基准评估大语言模型认知能力结构，通过多模型实验，发现范式相关性多为正但组内优势不明显，冻结确认标准及复制均失败，未建立稳定五维分布，提供了结合多种要素的工作流程。

Comments 21 pages, 8 figures. Code and the procedurally generated battery: https://github.com/dengzhe-hou/CogArena

Beyond Epistemia: Epistemic Schizologia and Large Language Models as Techno-Semiotic Machines

超越认知：认知分裂症与作为技术符号机器的大语言模型

Federico Cabitza, Gianluca Colombo

机构 * Fondazione Bruno Kessler（布鲁诺·凯斯勒基金会） 纠错

专题命中 评测与基准 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.AI

AI总结 研究大语言模型输出致“认知症”现象，挑战其解释框架。借鉴相关哲学，将大语言模型视为技术符号机器，指出“认知症”是“认知分裂症”后果，强调相关单元是整个实践，为新设计方案奠定基础。

Inspect India Evals: An Open Benchmarking Framework for Evaluating Large Language Models in the Indian Linguistic and Cultural Context

印度评估：一个在印度语言和文化背景下评估大语言模型的开放基准框架

Abhishek Kumar Singh, Shrey Nag, Sachita, Lipi Goel, Rajeshwar Singh Janwar

专题命中 评测与基准 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL

AI总结 Inspect India Evals是在印度语言文化背景下评估大语言模型的开放框架，基于Inspect AI平台构建，含六个基准。测试五个模型，Sarvam-M 24B和Gemma 2 27B表现最佳，各模型在多语言安全测试中表现一致，DPI安全得分有差异，框架公开可扩展。

Comments 19 pages, 9 figures, 7 tables

Systematic Analysis of Large Language Models and Transformer-Based Machine Translation for English-Tamil and Tamil-English Across Diverse Datasets

跨不同数据集对英语-泰米尔语和泰米尔语-英语的大语言模型和基于Transformer的机器翻译的系统分析

Sriharshaa S, Sangeetha Sivanesan, Jaya Nirmala S

专题命中 评测与基准 ：large language model(title,abstract)；language model(title,abstract)；prompting(abstract)；分类 cs.CL

AI总结 研究针对泰米尔语等低资源语言机器翻译挑战，在多数据集上评估多种模型，用BLEU等指标分析其性能，通过注意力分析增强可解释性，证明上下文提示可实现少样本翻译并与监督方法比较，揭示数据集及领域匹配对模型性能的影响。

Large Language Models and Attention-Based AI for Hardware Design and Security: Progress, Challenges, and Opportunities

基于注意力的人工智能模型与大语言模型在硬件设计与安全中的应用：进展、挑战与机遇

Sujan Ghimire, Parsa Mirfasihi, Muhtasim Alam Chowdhury, Harish Kumar Dharavath, Banafsheh Saber Latibari, Muntasir Mamun, Jaeden Wolf Carpenter, Benjamin Tan, Hammond Pearce, Krishnendu Chakrabarty, Pratik Satam, Soheil Salehi

专题命中 评测与基准 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)

AI总结 研究基于注意力的人工智能模型与大语言模型在硬件设计与安全领域的应用，利用大语言模型和HDL数据集创建自动化系统，探讨其在逻辑设计和硬件安全方面的集成，通过研究多种方法和案例凸显变革潜力并应对挑战。

Guardians and Offenders: A Survey on Harmful Content Generation and Safety Mitigation of LLM

守护者与违规者：大语言模型有害内容生成与安全缓解研究综述

Chi Zhang, Changjia Zhu, Junjie Xiong, Xiaoran Xu, Lingyao Li, Yao Liu, Zhuo Lu

机构 * University of South Florida（佛罗里达州立大学） ； Missouri University of Science and Technology（密苏里科技大学） 纠错

专题命中 评测与基准 ：LLM(title,abstract)；RLHF(abstract,abstract_cn)；large language model(abstract)；language model(abstract)

AI总结 综述大语言模型在内容创作中带来的风险与挑战，系统回顾相关研究，提出危害与防御统一分类法，分析越狱策略，评估缓解措施，指出评估局限，明确未来研究方向以推动语言技术稳健且符合伦理发展。

Humanity's Last Exam

人类最后的考试

Long Phan, Alice Gatti, Ziwen Han, Nathaniel Li, Josephina Hu, Hugh Zhang, Chen Bo Calvin Zhang, Mohamed Shaaban, John Ling, Sean Shi, Michael Choi, Anish Agrawal, Arnav Chopra, Adam Khoja, Ryan Kim, Richard Ren, Jason Hausenloy, Oliver Zhang, Mantas Mazeika, Dmitry Dodonov, Tung Nguyen, Jaeho Lee, Daron Anderson, Mikhail Doroshenko, Alun Cennyth Stokes, Mobeen Mahmood, Oleksandr Pokutnyi, Oleg Iskra, Jessica P. Wang, John-Clark Levin, Mstyslav Kazakov, Fiona Feng, Steven Y. Feng, Haoran Zhao, Michael Yu, Varun Gangal, Chelsea Zou, Zihan Wang, Serguei Popov, Robert Gerbicz, Geoff Galgon, Johannes Schmitt, Will Yeadon, Yongki Lee, Scott Sauers, Alvaro Sanchez, Fabian Giska, Marc Roth, Søren Riis, Saiteja Utpala, Noah Burns, Gashaw M. Goshu, Mohinder Maheshbhai Naiya, Chidozie Agu, Zachary Giboney, Antrell Cheatom, Francesco Fournier-Facio, Sarah-Jane Crowson, Lennart Finke, Zerui Cheng, Jennifer Zampese, Ryan G. Hoerr, Mark Nandor, Hyunwoo Park, Tim Gehrunger, Jiaqi Cai, Ben McCarty, Alexis C Garretson, Edwin Taylor, Damien Sileo, Qiuyu Ren, Usman Qazi, Lianghui Li, Jungbae Nam, John B. Wydallis, Pavel Arkhipov, Jack Wei Lun Shi, Aras Bacho, Chris G. Willcocks, Hangrui Cao, Sumeet Motwani, Emily de Oliveira Santos, Johannes Veith, Edward Vendrow, Doru Cojoc, Kengo Zenitani, Joshua Robinson, Longke Tang, Yuqi Li, Joshua Vendrow, Natanael Wildner Fraga, Vladyslav Kuchkin, Andrey Pupasov Maksimov, Pierre Marion, Denis Efremov, Jayson Lynch, Kaiqu Liang, Aleksandar Mikov, Andrew Gritsevskiy, Julien Guillod, Gözdenur Demir, Dakotah Martinez, Ben Pageler, Kevin Zhou, Saeed Soori, Ori Press, Henry Tang, Paolo Rissone, Sean R. Green, Lina Brüssel, Moon Twayana, Aymeric Dieuleveut, Joseph Marvin Imperial, Ameya Prabhu, Jinzhou Yang, Nick Crispino, Arun Rao, Dimitri Zvonkine, Gabriel Loiseau, Mikhail Kalinin, Marco Lukas, Ciprian Manolescu, Nate Stambaugh, Subrata Mishra, Tad Hogg, Carlo Bosio, Brian P Coppola, Julian Salazar, Jaehyeok Jin, Rafael Sayous, Stefan Ivanov, Philippe Schwaller, Shaipranesh Senthilkuma, Andres M Bran, Andres Algaba, Kelsey Van den Houte, Lynn Van Der Sypt, Brecht Verbeken, David Noever, Alexei Kopylov, Benjamin Myklebust, Bikun Li, Lisa Schut, Evgenii Zheltonozhskii, Qiaochu Yuan, Derek Lim, Richard Stanley, Tong Yang, John Maar, Julian Wykowski, Martí Oller, Anmol Sahu, Cesare Giulio Ardito, Yuzheng Hu, Ariel Ghislain Kemogne Kamdoum, Alvin Jin, Tobias Garcia Vilchis, Yuexuan Zu, Martin Lackner, James Koppel, Gongbo Sun, Daniil S. Antonenko, Steffi Chern, Bingchen Zhao, Pierrot Arsene, Joseph M Cavanagh, Daofeng Li, Jiawei Shen, Donato Crisostomi, Wenjin Zhang, Ali Dehghan, Sergey Ivanov, David Perrella, Nurdin Kaparov, Allen Zang, Ilia Sucholutsky, Arina Kharlamova, Daniil Orel, Vladislav Poritski, Shalev Ben-David, Zachary Berger, Parker Whitfill, Michael Foster, Daniel Munro, Linh Ho, Shankar Sivarajan, Dan Bar Hava, Aleksey Kuchkin, David Holmes, Alexandra Rodriguez-Romero, Frank Sommerhage, Anji Zhang, Richard Moat, Keith Schneider, Zakayo Kazibwe, Don Clarke, Dae Hyun Kim, Felipe Meneguitti Dias, Sara Fish, Veit Elser, Tobias Kreiman, Victor Efren Guadarrama Vilchis, Immo Klose, Ujjwala Anantheswaran, Adam Zweiger, Kaivalya Rawal, Jeffery Li, Jeremy Nguyen, Nicolas Daans, Haline Heidinger, Maksim Radionov, Václav Rozhoň, Vincent Ginis, Christian Stump, Niv Cohen, Rafał Poświata, Josef Tkadlec, Alan Goldfarb, Chenguang Wang, Piotr Padlewski, Stanislaw Barzowski, Kyle Montgomery, Ryan Stendall, Jamie Tucker-Foltz, Jack Stade, T. Ryan Rogers, Tom Goertzen, Declan Grabb, Abhishek Shukla, Alan Givré, John Arnold Ambay, Archan Sen, Muhammad Fayez Aziz, Mark H Inlow, Hao He, Ling Zhang, Younesse Kaddar, Ivar Ängquist, Yanxu Chen, Harrison K Wang, Kalyan Ramakrishnan, Elliott Thornley, Antonio Terpin, Hailey Schoelkopf, Eric Zheng, Avishy Carmi, Ethan D. L. Brown, Kelin Zhu, Max Bartolo, Richard Wheeler, Martin Stehberger, Peter Bradshaw, JP Heimonen, Kaustubh Sridhar, Ido Akov, Jennifer Sandlin, Yury Makarychev, Joanna Tam, Hieu Hoang, David M. Cunningham, Vladimir Goryachev, Demosthenes Patramanis, Michael Krause, Andrew Redenti, David Aldous, Jesyin Lai, Shannon Coleman, Jiangnan Xu, Sangwon Lee, Ilias Magoulas, Sandy Zhao, Ning Tang, Michael K. Cohen, Orr Paradise, Jan Hendrik Kirchner, Maksym Ovchynnikov, Jason O. Matos, Adithya Shenoy, Michael Wang, Yuzhou Nie, Anna Sztyber-Betley, Paolo Faraboschi, Robin Riblet, Jonathan Crozier, Shiv Halasyamani, Shreyas Verma, Prashant Joshi, Eli Meril, Ziqiao Ma, Jérémy Andréoletti, Raghav Singhal, Jacob Platnick, Volodymyr Nevirkovets, Luke Basler, Alexander Ivanov, Seri Khoury, Nils Gustafsson, Marco Piccardo, Hamid Mostaghimi, Qijia Chen, Virendra Singh, Tran Quoc Khánh, Paul Rosu, Hannah Szlyk, Zachary Brown, Himanshu Narayan, Aline Menezes, Jonathan Roberts, William Alley, Kunyang Sun, Arkil Patel, Max Lamparth, Anka Reuel, Linwei Xin, Hanmeng Xu, Jacob Loader, Freddie Martin, Zixuan Wang, Andrea Achilleos, Thomas Preu, Tomek Korbak, Ida Bosio, Fereshteh Kazemi, Ziye Chen, Biró Bálint, Eve J. Y. Lo, Jiaqi Wang, Maria Inês S. Nunes, Jeremiah Milbauer, M Saiful Bari, Zihao Wang, Behzad Ansarinejad, Yewen Sun, Stephane Durand, Hossam Elgnainy, Guillaume Douville, Daniel Tordera, George Balabanian, Hew Wolff, Lynna Kvistad, Hsiaoyun Milliron, Ahmad Sakor, Murat Eron, Andrew Favre D. O., Shailesh Shah, Xiaoxiang Zhou, Firuz Kamalov, Sherwin Abdoli, Tim Santens, Shaul Barkan, Allison Tee, Robin Zhang, Alessandro Tomasiello, G. Bruno De Luca, Shi-Zhuo Looi, Vinh-Kha Le, Noam Kolt, Jiayi Pan, Emma Rodman, Jacob Drori, Carl J Fossum, Niklas Muennighoff, Milind Jagota, Ronak Pradeep, Honglu Fan, Jonathan Eicher, Michael Chen, Kushal Thaman, William Merrill, Moritz Firsching, Carter Harris, Stefan Ciobâcă, Jason Gross, Rohan Pandey, Ilya Gusev, Adam Jones, Shashank Agnihotri, Pavel Zhelnov, Mohammadreza Mofayezi, Alexander Piperski, David K. Zhang, Kostiantyn Dobarskyi, Roman Leventov, Ignat Soroko, Joshua Duersch, Vage Taamazyan, Andrew Ho, Wenjie Ma, William Held, Ruicheng Xian, Armel Randy Zebaze, Mohanad Mohamed, Julian Noah Leser, Michelle X Yuan, Laila Yacar, Johannes Lengler, Katarzyna Olszewska, Claudio Di Fratta, Edson Oliveira, Joseph W. Jackson, Andy Zou, Muthu Chidambaram, Timothy Manik, Hector Haffenden, Dashiell Stander, Ali Dasouqi, Alexander Shen, Bita Golshani, David Stap, Egor Kretov, Mikalai Uzhou, Alina Borisovna Zhidkovskaya, Nick Winter, Miguel Orbegozo Rodriguez, Robert Lauff, Dustin Wehr, Colin Tang, Zaki Hossain, Shaun Phillips, Fortuna Samuele, Fredrik Ekström, Angela Hammon, Oam Patel, Faraz Farhidi, George Medley, Forough Mohammadzadeh, Madellene Peñaflor, Haile Kassahun, Alena Friedrich, Rayner Hernandez Perez, Daniel Pyda, Taom Sakal, Omkar Dhamane, Ali Khajegili Mirabadi, Eric Hallman, Kenchi Okutsu, Mike Battaglia, Mohammad Maghsoudimehrabani, Alon Amit, Dave Hulbert, Roberto Pereira, Simon Weber, Handoko, Anton Peristyy, Stephen Malina, Mustafa Mehkary, Rami Aly, Frank Reidegeld, Anna-Katharina Dick, Cary Friday, Mukhwinder Singh, Hassan Shapourian, Wanyoung Kim, Mariana Costa, Hubeyb Gurdogan, Harsh Kumar, Chiara Ceconello, Chao Zhuang, Haon Park, Micah Carroll, Andrew R. Tawfeek, Stefan Steinerberger, Daattavya Aggarwal, Michael Kirchhof, Linjie Dai, Evan Kim, Johan Ferret, Jainam Shah, Yuzhou Wang, Minghao Yan, Krzysztof Burdzy, Lixin Zhang, Antonio Franca, Diana T. Pham, Kang Yong Loh, Joshua Robinson, Abram Jackson, Paolo Giordano, Philipp Petersen, Adrian Cosma, Jesus Colino, Colin White, Jacob Votava, Vladimir Vinnikov, Ethan Delaney, Petr Spelda, Vit Stritecky, Syed M. Shahid, Jean-Christophe Mourrat, Lavr Vetoshkin, Koen Sponselee, Renas Bacho, Zheng-Xin Yong, Florencia de la Rosa, Nathan Cho, Xiuyu Li, Guillaume Malod, Orion Weller, Guglielmo Albani, Leon Lang, Julien Laurendeau, Dmitry Kazakov, Fatimah Adesanya, Julien Portier, Lawrence Hollom, Victor Souza, Yuchen Anna Zhou, Julien Degorre, Yiğit Yalın, Gbenga Daniel Obikoya, Rai, Filippo Bigi, M. C. Boscá, Oleg Shumar, Kaniuar Bacho, Gabriel Recchia, Mara Popescu, Nikita Shulga, Ngefor Mildred Tanwie, Thomas C. H. Lux, Ben Rank, Colin Ni, Matthew Brooks, Alesia Yakimchyk, Huanxu, Liu, Stefano Cavalleri, Olle Häggström, Emil Verkama, Joshua Newbould, Hans Gundlach, Leonor Brito-Santana, Brian Amaro, Vivek Vajipey, Rynaa Grover, Ting Wang, Yosi Kratish, Wen-Ding Li, Sivakanth Gopi, Andrea Caciolai, Christian Schroeder de Witt, Pablo Hernández-Cámara, Emanuele Rodolà, Jules Robins, Dominic Williamson, Vincent Cheng, Brad Raynor, Hao Qi, Ben Segev, Jingxuan Fan, Sarah Martinson, Erik Y. Wang, Kaylie Hausknecht, Michael P. Brenner, Mao Mao, Christoph Demian, Peyman Kassani, Xinyu Zhang, David Avagian, Eshawn Jessica Scipio, Alon Ragoler, Justin Tan, Blake Sims, Rebeka Plecnik, Aaron Kirtland, Omer Faruk Bodur, D. P. Shinde, Yan Carlos Leyva Labrador, Zahra Adoul, Mohamed Zekry, Ali Karakoc, Tania C. B. Santos, Samir Shamseldeen, Loukmane Karim, Anna Liakhovitskaia, Nate Resman, Nicholas Farina, Juan Carlos Gonzalez, Gabe Maayan, Earth Anderson, Rodrigo De Oliveira Pena, Elizabeth Kelley, Hodjat Mariji, Rasoul Pouriamanesh, Wentao Wu, Ross Finocchio, Ismail Alarab, Joshua Cole, Danyelle Ferreira, Bryan Johnson, Mohammad Safdari, Liangti Dai, Siriphan Arthornthurasuk, Isaac C. McAlister, Alejandro José Moyano, Alexey Pronin, Jing Fan, Angel Ramirez-Trinidad, Yana Malysheva, Daphiny Pottmaier, Omid Taheri, Stanley Stepanic, Samuel Perry, Luke Askew, Raúl Adrián Huerta Rodríguez, Ali M. R. Minissi, Ricardo Lorena, Krishnamurthy Iyer, Arshad Anil Fasiludeen, Ronald Clark, Josh Ducey, Matheus Piza, Maja Somrak, Eric Vergo, Juehang Qin, Benjámin Borbás, Eric Chu, Jack Lindsey, Antoine Jallon, I. M. J. McInnis, Evan Chen, Avi Semler, Luk Gloor, Tej Shah, Marc Carauleanu, Pascal Lauer, Tran Đuc Huy, Hossein Shahrtash, Emilien Duc, Lukas Lewark, Assaf Brown, Samuel Albanie, Brian Weber, Warren S. Vaz, Pierre Clavier, Yiyang Fan, Gabriel Poesia Reis e Silva, Long, Lian, Marcus Abramovitch, Xi Jiang, Sandra Mendoza, Murat Islam, Juan Gonzalez, Vasilios Mavroudis, Justin Xu, Pawan Kumar, Laxman Prasad Goswami, Daniel Bugas, Nasser Heydari, Ferenc Jeanplong, Thorben Jansen, Antonella Pinto, Archimedes Apronti, Abdallah Galal, Ng Ze-An, Ankit Singh, Tong Jiang, Joan of Arc Xavier, Kanu Priya Agarwal, Mohammed Berkani, Gang Zhang, Zhehang Du, Benedito Alves de Oliveira Junior, Dmitry Malishev, Nicolas Remy, Taylor D. Hartman, Tim Tarver, Stephen Mensah, Gautier Abou Loume, Wiktor Morak, Farzad Habibi, Sarah Hoback, Will Cai, Javier Gimenez, Roselynn Grace Montecillo, Jakub Łucki, Russell Campbell, Asankhaya Sharma, Khalida Meer, Shreen Gul, Daniel Espinosa Gonzalez, Xavier Alapont, Alex Hoover, Gunjan Chhablani, Freddie Vargus, Arunim Agarwal, Yibo Jiang, Deepakkumar Patil, David Outevsky, Kevin Joseph Scaria, Rajat Maheshwari, Abdelkader Dendane, Priti Shukla, Ashley Cartwright, Sergei Bogdanov, Niels Mündler, Sören Möller, Luca Arnaboldi, Kunvar Thaman, Muhammad Rehan Siddiqi, Prajvi Saxena, Himanshu Gupta, Tony Fruhauff, Glen Sherman, Mátyás Vincze, Siranut Usawasutsakorn, Dylan Ler, Anil Radhakrishnan, Innocent Enyekwe, Sk Md Salauddin, Jiang Muzhen, Aleksandr Maksapetyan, Vivien Rossbach, Chris Harjadi, Mohsen Bahaloohoreh, Claire Sparrow, Jasdeep Sidhu, Sam Ali, Song Bian, John Lai, Eric Singer, Justine Leon Uro, Greg Bateman, Mohamed Sayed, Ahmed Menshawy, Darling Duclosel, Dario Bezzi, Yashaswini Jain, Ashley Aaron, Murat Tiryakioglu, Sheeshram Siddh, Keith Krenek, Imad Ali Shah, Jun Jin, Scott Creighton, Denis Peskoff, Zienab EL-Wasif, Ragavendran P, Michael Richmond, Joseph McGowan, Tejal Patwardhan, Hao-Yu Sun, Ting Sun, Nikola Zubić, Samuele Sala, Stephen Ebert, Jean Kaddour, Manuel Schottdorf, Dianzhuo Wang, Gerol Petruzella, Alex Meiburg, Tilen Medved, Ali ElSheikh, S Ashwin Hebbar, Lorenzo Vaquero, Xianjun Yang, Jason Poulos, Vilém Zouhar, Sergey Bogdanik, Mingfang Zhang, Jorge Sanz-Ros, David Anugraha, Yinwei Dai, Anh N. Nhu, Xue Wang, Ali Anil Demircali, Zhibai Jia, Yuyin Zhou, Juncheng Wu, Mike He, Nitin Chandok, Aarush Sinha, Gaoxiang Luo, Long Le, Mickaël Noyé, Michał Perełkiewicz, Ioannis Pantidis, Tianbo Qi, Soham Sachin Purohit, Letitia Parcalabescu, Thai-Hoa Nguyen, Genta Indra Winata, Edoardo M. Ponti, Hanchen Li, Kaustubh Dhole, Jongee Park, Dario Abbondanza, Yuanli Wang, Anupam Nayak, Diogo M. Caetano, Antonio A. W. L. Wong, Maria del Rio-Chanona, Dániel Kondor, Pieter Francois, Ed Chalstrey, Jakob Zsambok, Dan Hoyer, Jenny Reddish, Jakob Hauser, Francisco-Javier Rodrigo-Ginés, Suchandra Datta, Maxwell Shepherd, Thom Kamphuis, Qizheng Zhang, Hyunjun Kim, Ruiji Sun, Jianzhu Yao, Franck Dernoncourt, Satyapriya Krishna, Sina Rismanchian, Bonan Pu, Francesco Pinto, Yingheng Wang, Kumar Shridhar, Kalon J. Overholt, Glib Briia, Hieu Nguyen, David, Soler Bartomeu, Tony CY Pang, Adam Wecker, Yifan Xiong, Fanfei Li, Lukas S. Huber, Joshua Jaeger, Romano De Maddalena, Xing Han Lù, Yuhui Zhang, Claas Beger, Patrick Tser Jern Kon, Sean Li, Vivek Sanker, Ming Yin, Yihao Liang, Xinlu Zhang, Ankit Agrawal, Li S. Yifei, Zechen Zhang, Mu Cai, Yasin Sonmez, Costin Cozianu, Changhao Li, Alex Slen, Shoubin Yu, Hyun Kyu Park, Gabriele Sarti, Marcin Briański, Alessandro Stolfo, Truong An Nguyen, Mike Zhang, Yotam Perlitz, Jose Hernandez-Orallo, Runjia Li, Amin Shabani, Felix Juefei-Xu, Shikhar Dhingra, Orr Zohar, My Chiffon Nguyen, Alexander Pondaven, Abdurrahim Yilmaz, Xuandong Zhao, Chuanyang Jin, Muyan Jiang, Stefan Todoran, Xinyao Han, Jules Kreuer, Brian Rabern, Anna Plassart, Martino Maggetti, Luther Yap, Robert Geirhos, Jonathon Kean, Dingsu Wang, Sina Mollaei, Chenkai Sun, Yifan Yin, Shiqi Wang, Rui Li, Yaowen Chang, Anjiang Wei, Alice Bizeul, Xiaohan Wang, Alexandre Oliveira Arrais, Kushin Mukherjee, Jorge Chamorro-Padial, Jiachen Liu, Xingyu Qu, Junyi Guan, Adam Bouyamourn, Shuyu Wu, Martyna Plomecka, Junda Chen, Mengze Tang, Jiaqi Deng, Shreyas Subramanian, Haocheng Xi, Haoxuan Chen, Weizhi Zhang, Yinuo Ren, Haoqin Tu, Sejong Kim, Yushun Chen, Sara Vera Marjanović, Junwoo Ha, Grzegorz Luczyna, Jeff J. Ma, Zewen Shen, Dawn Song, Cedegao E. Zhang, Zhun Wang, Gaël Gendron, Yunze Xiao, Leo Smucker, Erica Weng, Kwok Hao Lee, Zhe Ye, Stefano Ermon, Ignacio D. Lopez-Miguel, Theo Knights, Anthony Gitter, Namkyu Park, Boyi Wei, Hongzheng Chen, Kunal Pai, Ahmed Elkhanany, Han Lin, Philipp D. Siedler, Jichao Fang, Ritwik Mishra, Károly Zsolnai-Fehér, Xilin Jiang, Shadab Khan, Jun Yuan, Rishab Kumar Jain, Xi Lin, Mike Peterson, Zhe Wang, Aditya Malusare, Maosen Tang, Isha Gupta, Ivan Fosin, Timothy Kang, Barbara Dworakowska, Kazuki Matsumoto, Guangyao Zheng, Gerben Sewuster, Jorge Pretel Villanueva, Ivan Rannev, Igor Chernyavsky, Jiale Chen, Deepayan Banik, Ben Racz, Wenchao Dong, Jianxin Wang, Laila Bashmal, Duarte V. Gonçalves, Wei Hu, Kaushik Bar, Ondrej Bohdal, Atharv Singh Patlan, Shehzaad Dhuliawala, Caroline Geirhos, Julien Wist, Yuval Kansal, Bingsen Chen, Kutay Tire, Atak Talay Yücel, Brandon Christof, Veerupaksh Singla, Zijian Song, Sanxing Chen, Jiaxin Ge, Kaustubh Ponkshe, Isaac Park, Tianneng Shi, Martin Q. Ma, Joshua Mak, Sherwin Lai, Antoine Moulin, Zhuo Cheng, Zhanda Zhu, Ziyi Zhang, Vaidehi Patil, Ketan Jha, Qiutong Men, Jiaxuan Wu, Tianchi Zhang, Bruno Hebling Vieira, Alham Fikri Aji, Jae-Won Chung, Mohammed Mahfoud, Ha Thi Hoang, Marc Sperzel, Wei Hao, Kristof Meding, Sihan Xu, Vassilis Kostakos, Davide Manini, Yueying Liu, Christopher Toukmaji, Jay Paek, Eunmi Yu, Arif Engin Demircali, Zhiyi Sun, Ivan Dewerpe, Hongsen Qin, Roman Pflugfelder, James Bailey, Johnathan Morris, Ville Heilala, Sybille Rosset, Zishun Yu, Peter E. Chen, Woongyeong Yeo, Eeshaan Jain, Ryan Yang, Sreekar Chigurupati, Julia Chernyavsky, Sai Prajwal Reddy, Subhashini Venugopalan, Hunar Batra, Core Francisco Park, Hieu Tran, Guilherme Maximiano, Genghan Zhang, Yizhuo Liang, Hu Shiyu, Rongwu Xu, Rui Pan, Siddharth Suresh, Ziqi Liu, Samaksh Gulati, Songyang Zhang, Peter Turchin, Christopher W. Bartlett, Christopher R. Scotese, Phuong M. Cao, Ben Wu, Jacek Karwowski, Davide Scaramuzza, Aakaash Nattanmai, Gordon McKellips, Anish Cheraku, Asim Suhail, Ethan Luo, Marvin Deng, Jason Luo, Ashley Zhang, Kavin Jindel, Jay Paek, Kasper Halevy, Allen Baranov, Michael Liu, Advaith Avadhanam, David Zhang, Vincent Cheng, Brad Ma, Evan Fu, Liam Do, Joshua Lass, Hubert Yang, Surya Sunkari, Vishruth Bharath, Violet Ai, James Leung, Rishit Agrawal, Alan Zhou, Kevin Chen, Tejas Kalpathi, Ziqi Xu, Gavin Wang, Tyler Xiao, Erik Maung, Sam Lee, Ryan Yang, Roy Yue, Ben Zhao, Julia Yoon, Sunny Sun, Aryan Singh, Ethan Luo, Clark Peng, Tyler Osbey, Taozhi Wang, Daryl Echeazu, Hubert Yang, Timothy Wu, Spandan Patel, Vidhi Kulkarni, Vijaykaarti Sundarapandiyan, Ashley Zhang, Andrew Le, Zafir Nasim, Srikar Yalam, Ritesh Kasamsetty, Soham Samal, Hubert Yang, David Sun, Nihar Shah, Abhijeet Saha, Alex Zhang, Leon Nguyen, Laasya Nagumalli, Kaixin Wang, Alan Zhou, Aidan Wu, Jason Luo, Anwith Telluri, Steven Dillmann, Zhengxiang Wang, Junyu Luo, Hugo Lunn, Artem Gazizov, Haitz Sáez de Ocáriz Borde, Ivan Trus, Morgan Hervault, Zheyu Zhang, Bo Chen, Yuchen Wu, Christopher J. Cordier, Gün Kaynar, Cansin Ayvaz, Polina Avdiunina, Johannes Brust, Xingjian Diao, K. D. Meaney, Yifan Gu, Chenyu Wang, Chenzhuo Dong, William Wright, Simon Brave, Owen Root, Jiayuan Liu, Chow Chun Lok, Tianqin Li, Shiyi Du, Dailan He, Lufeiya Liu, Sina Jamalzadegan, Anil Ramakrishna, Xuanqing Xu, Xin Qing, Xin Luo, Wenkai Li, Shi Bo, Filipp Gusev, Maximos Skandalis, Desheng Ma, Chunhui Zhang, Haoran Qiu, Allen G Hart, Rickard Brüel Gabrielsson, Ido Akov, Artem Lukoianov, Summer Yue, Alexandr Wang, Dan Hendrycks

专题命中 评测与基准 ：LLM(summary_cn,abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI、cs.LG

AI总结 人类最后的考试（HLE）是一个多模态基准测试，旨在通过广泛覆盖的学科问题评估LLM在封闭式学术问题上的能力，揭示当前LLM与人类专家之间的差距。

Comments 29 pages, 6 figures

Minimizing Targeted Activations: Input-Only Suppression of Evaluation-Awareness Latents in Large Language Models

最小化目标激活：大语言模型中仅输入的评估感知潜在因素抑制

Deepanshu Mody, Samarth Agarwal, Utkarsh Mittal, Dipesh Mahato

机构 * Center for Data Science, New York University（纽约大学数据科学中心） 纠错

专题命中 评测与基准 ：large language model(title)；language model(title)；分类 cs.CL、cs.AI、cs.LG

AI总结 研究大语言模型中仅通过输入优化提示来抑制“评估感知”潜在因素，采用特定方法在多种目标结构下对Llama模型进行实验，发现潜在因素可抑制，但激活可读性与行为可控性不同，还解决了相关问题。

CoRenew: A large language model agent-based policy simulation platform for multifamily residential redevelopment

CoRenew：一个基于大语言模型智能体的多户住宅重建政策模拟平台

Yudi Zhang, Yuming Lin, Li Tian, Yu Wang, Jianghao Yu

专题命中 评测与基准 ：large language model(title)；language model(title)；LLM(abstract)

AI总结 多户住宅重建政策设计面临集体行动难题，CoRenew平台基于大语言模型智能体，整合地理人口数据，能模拟多利益相关者谈判，评估政策组合效果，支持多种输入与可视化导出，经案例验证，可用于不同背景政策评估。

VClare: Resolving Imperfect Specifications in LLM-Based Verilog Generation

VClare：解决基于大语言模型的Verilog生成中的不完美规范

Zhuorui Zhao, Bing Li, Yu Li, Zheyu Yan, Ulf Schlichtmann

专题命中 评测与基准 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)

AI总结 研究基于大语言模型的Verilog生成中不完美规范问题，提出VClare框架，通过规范级和仿真级两种修复范式修复缺陷，利用新基准数据集实验，单模块任务使设计通过率提高12.7%，多模块任务提高13.7%，提升了大语言模型在硬件设计中的应用潜力。

RSIBench-Data: Benchmarking Data-Centric Research for Recursive Self-Improvement

RSIBench-Data：用于递归自我改进的以数据为中心的研究基准测试

Fanqing Meng, Lingxiao Du, Qiguang Chen, Ziqi Zhao, Haocheng Lu, Mengkang Hu, Michael Qizhe Shieh

专题命中 评测与基准 ：LLM(summary_cn,abstract)；post-training(abstract)；分类 cs.CL

AI总结 研究递归自我改进中以数据为中心的研究，引入RSIBench-Data基准测试，让LLM智能体迭代修订训练数据策略，评估四个前沿智能体在六个基准测试中的表现，发现其虽有能力但改进不一致，该基准测试提供了可测量的测试平台。

CAST: Game Solvers as Turn-Level Teachers for LLM Agents

CAST：将游戏求解器作为大语言模型智能体的回合级教师

Yu Wang, Yi-Kai Zhang, Wentao Shi, Ziang Ye, Yuchun Miao, Yueqing Sun, Qi Gu, Xunliang Cai, Lan-Zhe Guo, Han-Jia Ye, Fuli Feng

机构 * University of Science and Technology of China（中国科学技术大学） ； Nanjing University（南京大学） ； Wuhan University（武汉大学） ； Meituan（美团） 纠错

专题命中 评测与基准 ：LLM(title)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI

AI总结 研究如何训练大语言模型在长期游戏中决策，提出CAST方法，利用游戏求解器状态值变化转化为求解器优势并注入RLVR，在多个游戏中优于基线，实现高平均零样本性能。

BioDisclose: An Actionability-Aware Benchmark for Biomedical Safety under Adversarial Elicitation

BioDisclose：对抗性诱导下生物医学安全的可操作性感知基准

Yinuo Zhu, He Liu, Boyuan Gu

专题命中 评测与基准 ：LLM(abstract,abstract_cn)；large language model(abstract)；language model(abstract)；prompting(abstract)

AI总结 研究针对大语言模型在对抗性诱导下生物医学知识披露行为不足问题，引入BioDisclose基准，含多领域多类别提示，对模型响应四级评分，通过实验揭示不同模型、策略及风险类别差异，为评估生物医学安全提供新测试平台。

Comments 27 pages, 3 figures