语言大模型 / LLM

Generating Tables from the Parametric Knowledge of Language Models

Yevgeni Berkovitch, Oren Glickman, Amit Somech, Tomer Wolfson

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

Make Every Move Count: LLM-based High-Quality RTL Code Generation Using MCTS

Matthew DeLorenzo, Animesh Basak Chowdhury, Vasudev Gohil, Shailja Thakur, Ramesh Karri, Siddharth Garg, Jeyavijayan Rajendran

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

Fighting Fire with Fire: Adversarial Prompting to Generate a Misinformation Detection Dataset

Shrey Satapara, Parth Mehta, Debasis Ganguly, Sandip Modha

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

Finetuning an LLM on Contextual Knowledge of Classics for Q&A

Shane Storm Strachan

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

Comments 10 pages

Let the LLMs Talk: Simulating Human-to-Human Conversational QA via Zero-Shot LLM-to-LLM Interactions

Zahra Abbasiantaeb, Yifei Yuan, Evangelos Kanoulas, Mohammad Aliannejadi

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

Comments Accepted at WSDM 2024

Empirical evaluation of Uncertainty Quantification in Retrieval-Augmented Language Models for Science

Sridevi Wagle, Sai Munikoti, Anurag Acharya, Sara Smith, Sameera Horawalavithana

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

Surrogate Assisted Pedestrian Protection Design via a Foundation Model Orchestrated Workflow

基于基础模型编排工作流的代理辅助行人保护设计

Osamu Ito, Akihiko Katagiri, Yoshikazu Nakagawa, Shin Saeki, Jun Shiraishi, Masato Sasaki

机构 * Honda Motor Co., Ltd.（本田汽车有限公司） 纠错

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

AI总结 提出首个基础模型编排的碰撞安全设计工作流，集成代理模型、多目标进化搜索、几何生成器和自然语言接口，将行人保护评估时间从数小时降至秒级。

Journal ref ICLR 2026 Workshop The 2nd Workshop on Foundation Models for Science

Human-Centered Evaluation of an LLM-Based Process Modeling Copilot: A Mixed-Methods Study with Domain Experts

面向人类的LLM过程建模助手评估：与领域专家的混合方法研究

Chantale Lauer, Peter Pfeiffer, Nijat Mehdiyev

机构 * Saarland University（萨尔兰大学） ； German Research Institute for Artificial Intelligence（德国人工智能研究所） ； Plus GmbH（5Plus公司） 纠错

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

AI总结 本文通过混合方法研究，评估了基于LLM的过程建模助手，发现可用性与信任度之间存在矛盾，提出需人类中心评估补充自动基准测试。

Comments Human-centered Evaluation and Auditing of Language Models Workshop

Journal ref Conference on Human Factors in Computing Systems (CHI2026)

Robust Checkpoint Selection for Multimodal LLMs via Agentic Evaluation and Stability-Aware Ranking

通过代理评估和稳定性感知排名实现多模态大语言模型的鲁棒检查点选择

Qinwu Xu, Zhuoheng Li, Jessie Salas

机构 * Meta AI 纠错

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 本文提出了一种多阶段框架，结合了精心挑选的现实世界数据、结构化的LLM判断和多阶段排名协议，以解决多模态大语言模型检查点选择中的鲁棒决策问题，强调数据质量（特别是OCR可读性）对评估有效性的重要性。

PRMU: A Corpus-Free Benchmark for Person-Centric Knowledge Unlearning in Multimodal Large Language Models

PRMU：面向多模态大语言模型中以人为中心的知识遗忘的无语料基准

Huafeng Chen, Yueming Lyu, Ziyuan Chen, Wenda Tan, Chenyang Si, Liucheng Guo, Caifeng Shan

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

AI总结 针对现有多模态大语言模型（MLLMs）遗忘方法依赖语料的局限，提出无语料基准PRMU及基线SGPE，实验显示SGPE在目标遗忘、局部性保留等方面权衡更优。

GraphVerse: A Comprehensive Visual Graph Reasoning Benchmark for Multimodal Large Language Models

GraphVerse：面向多模态大语言模型的综合性视觉图推理基准

Yuanfu Sun, Yuanhang Ren, Kang Li, Chuanhao Ji, Jiaxi Li, Jiajin Liu, Ninghao Liu, Qiaoyu Tan

机构 * New York University（纽约大学） ； Sensetime Research（商汤科技研究院） ； Tsinghua University（清华大学） ； New York University Shanghai（上海纽约大学） ； University of Georgia（佐治亚大学） ； The Hong Kong Polytechnic University（香港理工大学） 纠错

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

AI总结 针对现有多模态大语言模型（MLLMs）评估缺乏结构化视觉推理测试的问题，提出GraphVerse基准，通过以图为中心的图像编辑（GIE）策略和VGR-Score指标，评估MLLMs在单/配对图像场景下的视觉图推理能力，揭示其相关局限并验证方法有效性。

Comments 33 pages, 16 figures

Exploring Dependence, Overreliance, and Addiction Related Behaviors Associated with Large Language Model Use Among Software Engineers

探索软件工程师使用大语言模型（LLMs）相关的依赖、过度依赖及成瘾相关行为

Ronnie de Souza Santos, Italo Santos, Matheus de Moraes Leça, Cleyton Magalhaes, Mairieli Wessel

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

AI总结 本研究通过对119名软件从业者的调查，分析了工程师使用LLMs时的依赖、过度依赖及成瘾相关行为，发现LLMs已成为软件工程的习惯性工具，多数使用具功能性，需促进适当依赖。

SOVABench: A Vehicle Surveillance Action Retrieval Benchmark for Multimodal Large Language Models

SOVABench：多模态大语言模型的车辆监控动作检索基准

Oriol Rabasseda, Zenjie Li, Kamal Nasrollahi, Sergio Escalera

机构 * Milestone Systems A/S（Milestone Systems公司） ； Universitat de Barcelona（巴塞罗那大学） ； Computer Vision Center（计算机视觉中心） ； Aalborg Universitet（奥胡斯大学） 纠错

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

AI总结 SOVABench为多模态大语言模型提供车辆监控动作检索基准，通过定义两种评估协议评估跨动作区分和时间方向理解，展示了模型在复杂监控任务中的性能。

Comments This work has been accepted at Real World Surveillance: Applications and Challenges, 6th (in WACV Workshops)

Dynamic Surveys: Using LLMs to Blend Qualitative Depth,Quantitative Structure, and Collaborative Interaction

动态调查：利用大语言模型（LLM）融合质性深度、定量结构与协作互动

Kehua Lei, Aidan Ladenburg, Zahra Petiwala, Zili Wang, Dishita Jhawar, Ipsita Bisht, Ansh Kumar, David T. Lee

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

AI总结 该研究提出动态调查平台，利用LLM实时聚类质性回答并引出定量内容，经93名参与者的两项实地研究验证，其能提供更丰富见解并提升参与度。

Comments 27 pages, 6 figures

Journal ref Proc. ACM Hum.-Comput. Interact., Vol. 9, No. CSCW, Article 405 (November 2025)

A systematic comparison of Large Language Models for automated assignment assessment in programming education: Exploring the importance of architecture and vendor

Marcin Jukiewicz

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

IyawoBench v2.0: Extended Diagnostic Evaluation of Large Language Model Clinical Triage in Nigerian Primary Care

IyawoBench v2.0：尼日利亚基层医疗中大型语言模型临床分诊的扩展诊断评估

Anthonio Oladimeji Gabriel, Dimeji Olawuyi

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

AI总结 IyawoBench v2.0评估尼日利亚基层医疗的大型语言模型临床分诊，提出含三类失效模式的框架及新指标，发现前沿模型存缺陷，最优模型随部署场景变化，为中低收入国家临床AI选择提供基准。

A Closer Look at Dynamic Scene Graph Generation In the Era of Multimodal Large Language Models

多模态大语言模型时代的动态场景图生成研究

Xuanming Cui, Jaiminkumar Ashokbhai Bhoi, Chionh Wei Peng, Adriel Kuek, Ser Nam Lim

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

AI总结 本研究针对多模态大语言模型时代动态场景图生成的局限，从任务设置优化评估指标、基于MLLM改进模型设计，在多个数据集上实现了最优性能。

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

Beyond Single Plots: A Benchmark for Question Answering on Multi-Charts

超越单图：多图表问答的基准测试

Azher Ahmed Efat, Seok Hwan Song, Wallapak Tavanapong

机构 * Department of Computer Science, Iowa State University（计算机科学系，爱荷华州立大学） 纠错

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

AI总结 本文提出PolyChartQA数据集，用于评估多图表问答性能，通过九种先进多模态语言模型测试，发现人类生成问题的LLM准确率下降27.4%，而本文提出的提示方法提升了5.39%。

MV-Bench: Benchmarking Multimodal Large Language Models for Coordinated Multi-View Interface Construction

MV-Bench：用于协同多视图界面构建的多模态大语言模型基准测试

Yue Zhao, Hongxu Liu, Feiyu Wang, Xiaoyu Yang, Tong Ge, Zhen Yang, Chao Wang, Qiong Zeng

机构 * Shandong Second Medical University（山东第二医科大学） ； Shandong University（山东大学） ； Bairong Inc.（百融云创科技股份有限公司） ； Ke Holdings Inc.（贝壳控股有限公司） ； School of Computer Science and Technology, Shandong University（山东大学计算机科学与技术学院） ； Shandong Provincial Key Laboratory of Computing-Network Integration, Shandong University（山东大学计算网络融合技术山东省重点实验室） 纠错

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

AI总结 研究针对多模态大语言模型在协同多视图界面构建评估不足的问题，引入MV-Bench基准，通过多阶段管道转换规范为界面，评估五个模型，发现当前MLLMs虽能再现视觉外观，但在数据语义和交互逻辑生成上有限，迭代改进效果不佳。

Comments Submitted to IEEE VIS 2026

Synchronization-Free Algebraic Fingerprints for Large Language Models: From Autoregressive to Diffusion Models

大语言模型的无同步代数指纹：从自回归模型到扩散模型

Jaroslaw Janas, Josef Pieprzyk, Pawel Morawiecki

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

AI总结 针对大语言模型水印需求，提出无同步水印方案，由相邻令牌生成二元同余作水印，从代数角度分析恢复问题，讨论解码算法，该方法能抗多种操作，避免同步问题，为嵌入不同长度秘密身份提供灵活框架。

Large Language Models for Wearable Sensor-Based Human Activity Recognition, Health Monitoring, and Behavioral Modeling: A Survey of Early Trends, Datasets, and Challenges

基于可穿戴传感器的人类活动识别、健康监测与行为建模的大型语言模型：早期趋势、数据集和挑战的综述

Emilio Ferrara

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

AI总结 本文综述了大型语言模型在可穿戴传感器数据中的应用，探讨了其在人类活动识别、健康监测和行为建模中的早期趋势、数据集及挑战。

Journal ref Sensors, 24(15), 5045, 2024

Pezego-HITL: A policy-grounded large language model architecture for agricultural extension in Ghana

Pezego-HITL：一种用于加纳农业推广的基于政策的大语言模型架构

Shunbao Li, Zhipeng Yuan, Amoako Ofori, Benedicta Y. Fosu-Mensah, Yang Li, Manu Kenchappa Junjanna, Qing Xue, Po Yang

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

AI总结 研究针对加纳农业推广中大语言模型应用问题，提出基于政策的结构化检索增强生成与验证内存路由方法，通过P-EVAL框架评估，提升了模型政策对齐率、农艺利用率，降低延迟，还验证了通用性，为小农户农业提供可扩展模板。

When Reasoning Hurts: Source-Aware Evaluation of Frontier LLMs for Clinical SOAP Note Generation

当推理有害：面向临床SOAP笔记生成的前沿LLM源感知评估

Faizan Faisal

机构 * University of California, Davis（加州大学戴维斯分校） 纠错

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

AI总结 通过源感知基准测试，评估推理增强型LLM在临床SOAP笔记生成中的表现，发现推理能力反而降低GPT-5.4的质量，而相同源RAG带来模型依赖的小幅提升。

MoHallBench: A Benchmark for Motion Hallucination in Video Large Language Models

MoHallBench: 视频大语言模型中运动幻觉的基准测试

Sihan Chen, Jiale Li, Jianghang Lin, Mengyuan Liu

机构 * Xiamen University（厦门大学） ； South China University of Technology（华南理工大学） ； Peking University（北京大学） 纠错

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

AI总结 提出MoHallBench基准，系统评估视频大语言模型中的运动幻觉，涵盖共现先验、顺序推理和相似混淆三类来源，揭示动作识别与幻觉抵抗的解耦现象。

Comments 19 pages, 5 figures

Structured Data Extraction from Real Estate Documents using Clustering, Classification, and Large Language Models

使用聚类、分类和大语言模型从房地产文档中提取结构化数据

Muhammad Assad Shehbaz, Carlos Francisco Moreno-García

机构 * Robert Gordon University（罗伯特·戈登大学） 纠错

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

AI总结 研究如何从房地产问卷文档中提取结构化数据，提出端到端管道，先分类文档，再用大语言模型提取属性，应用于3965份文档，成功处理2781份，得到2766条记录，验证了数据质量，证明该提取方法可行可靠。

Bilingual Bias in Large Language Models: A Taiwan Sovereignty Benchmark Study

大语言模型中的双语偏差：一项台湾主权基准研究

Ju-Chun Ko

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

AI总结 研究大语言模型在多语言环境下对政治敏感话题的语言一致性，通过对17个模型进行双语基准测试，发现显著语言偏差，提出量化指标并开源框架。

Comments 19 pages, 4 tables, benchmark code available at https://github.com/dAAAb/ai-taiwan-sovereignty-benchmark-pro

Risk Assessment and Security Analysis of Large Language Models

大语言模型的风险评估与安全分析

Xiaoyan Zhang, Dongyang Lyu, Xiaoqi Li

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

AI总结 针对大语言模型在关键应用场景的安全问题，设计动态风险评估系统与分层防御系统，用熵加权计算多指标，结合多种技术，能识别隐蔽攻击并快速评估风险。

Robobench: A Comprehensive Evaluation Benchmark for Multimodal Large Language Models as Embodied Brain

Robobench：作为具身大脑的多模态大语言模型的综合评估基准

Yulin Luo, Chun-Kai Fan, Menghang Dong, Jiayu Shi, Xiangju Mi, Mengdi Zhao, Bo-Wen Zhang, Cheng Chi, Jiaming Liu, Gaole Dai, Rongyu Zhang, Ruichuan An, Kun Wu, Zhengping Che, Shaoxuan Xie, Guocai Yao, Zhongxia Zhao, Pengwei Wang, Guang Liu, Zhongyuan Wang, Tiejun Huang, Shanghang Zhang

机构 * State Key Laboratory of Multimedia Information Processing, School of Computer Science, Peking University（信息多媒体国家重点实验室，计算机学院，北京大学） ； Beijing Academy of Artificial Intelligence（北京人工智能研究院） ； Institute for Brain and Intelligence, Fudan University（脑与智能研究院，复旦大学） ； University of Science and Technology Beijing（北京科技大学） ； Beijing Innovation Center of Humanoid Robotics（北京人形机器人创新中心） 纠错

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

AI总结 研究针对在动态非结构化环境中构建能感知、推理和行动的机器人的挑战，介绍RoboBench基准，涵盖多维度、多任务等，能评估多模态大语言模型，揭示其局限性并分析与下游控制关系，为量化高级认知提供支架。

Comments ECCV 2026 Camera Ready

Personality Without Persons? A Psychometric Critique of Big Five Testing in Large Language Models

无人格的人格？大语言模型中大五人格测试的心理测量学批判

Kim Zierahn, Cristina Cachero, Anna Korhonen, Nuria Oliver

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

AI总结 通过心理测量学评估大语言模型的大五人格测试，发现其不适用于LLMs，无法捕捉模型间差异且因子结构失效，建议开发针对LLMs的评估框架。

Comments 11 pages