语言大模型 / LLM

Textual understanding boost in the WikiRace

Raman Ebrahimi, Sean Fuhrman, Kendrick Nguyen, Harini Gurusankar, Massimo Franceschetti

机构 * University of California, San Diego, Electrical and Computer Engineering（加州大学圣地亚哥分校） 纠错

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

Format Matters: The Robustness of Multimodal LLMs in Reviewing Evidence from Tables and Charts

Xanh Ho, Yun-Ang Wu, Sunisth Kumar, Florian Boudin, Atsuhiro Takasu, Akiko Aizawa

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

Comments Accepted at AAAI 2026

AlignSurvey: A Comprehensive Benchmark for Human Preferences Alignment in Social Surveys

Chenxi Lin, Weikang Yuan, Zhuoren Jiang, Biao Huang, Ruitao Zhang, Jianan Ge, Yueqian Xu, Jianxing Yu

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

MVU-Eval: Towards Multi-Video Understanding Evaluation for Multimodal LLMs

Tianhao Peng, Haochen Wang, Yuanxing Zhang, Zekun Wang, Zili Wang, Gavin Chang, Jian Yang, Shihao Li, Yanghai Wang, Xintao Wang, Houyi Li, Wei Ji, Pengfei Wan, Steven Huang, Zhaoxiang Zhang, Jiaheng Liu

机构 * Nanjing University（南京大学） ； CASIA（中国科学院自动化研究所） ； Kuaishou Technology（快手科技） ； M-A-P 纠错

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

Journal ref The Thirty-Ninth Annual Conference on Neural Information Processing Systems (NeurIPS 2025)

Beyond Perplexity: Let the Reader Select Retrieval Summaries via Spectrum Projection Score

Zhanghao Hu, Qinglin Zhu, Siya Qi, Yulan He, Hanqi Yan, Lin Gui

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

Comments Accepted by AAAI 2026 Oral. Project link: https://zhanghao-aaai2026-sps.github.io/AAAI2026-SPS/

Aligning MLLM Benchmark With Human Preferences via Structural Equation Modeling

Shengwu. Xiong, Tianyu. Zou, Cong. Wang, Xuelong Li

机构 * Interdisciplinary Artificial Intelligence Research Institute, Wuhan College（交叉学科人工智能研究 institute，武汉学院） ； School of Computer and Artificial Intelligence, Wuhan University of Technology（计算机与人工智能学院，武汉理工大学） ； Shanghai Artificial Intelligence Laboratory（上海人工智能实验室） ； Sanya Science and Education Innovation Park, Wuhan University of Technology（三亚科学教育创新园，武汉理工大学） ； Institute of Automation, Chinese Academy of Sciences（自动化研究所，中国科学院） ； School of Mathematics and Statistics, Northwestern Polytechnical University（数学与统计学院，西北工业大学） ； Institute of Artificial Intelligence (TeleAI) of China Telecom（中国电信人工智能研究所（TeleAI）） 纠错

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

Comments 12 pages, 9 figures

Taught by the Flawed: How Dataset Insecurity Breeds Vulnerable AI Code

Catherine Xia, Manar H. Alalfi

机构 * Catherine Xia（独立研究者） ； Manar H. Alalfi（独立研究者） 纠错

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

WOD-E2E: Waymo Open Dataset for End-to-End Driving in Challenging Long-tail Scenarios

Runsheng Xu, Hubert Lin, Wonseok Jeon, Hao Feng, Yuliang Zou, Liting Sun, John Gorman, Ekaterina Tolstaya, Sarah Tang, Brandyn White, Ben Sapp, Mingxing Tan, Jyh-Jing Hwang, Dragomir Anguelov

机构 * Waymo LLC（Waymo公司） 纠错

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

Audio-VLA: Adding Contact Audio Perception to Vision-Language-Action Model for Robotic Manipulation

Xiangyi Wei, Haotian Zhang, Xinyi Cao, Siyu Xie, Weifeng Ge, Yang Li, Changbo Wang

机构 * School of Computer Science and Technology, East China Normal University（东华师范大学计算机科学与技术学院） ； School of Data Science and Engineering, East China Normal University（东华师范大学数据科学与工程学院） ； School of Software Engineering, East China Normal University（东华师范大学软件工程学院） ； School of Computer Science, Fudan University（复旦大学计算机科学学院） 纠错

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

MosaicDoc: A Large-Scale Bilingual Benchmark for Visually Rich Document Understanding

Ketong Chen, Yuhao Chen, Yang Xue

机构 * Ketong Chen, Yuhao Chen, Yang Xue（作者） 纠错

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

Simulator and Experience Enhanced Diffusion Model for Comprehensive ECG Generation

Xiaoda Wang, Kaiqiao Han, Yuhao Xu, Xiao Luo, Yizhou Sun, Wei Wang, Carl Yang

机构 * Emory University（埃默里大学） ； University of California, Los Angeles（加州大学洛杉矶分校） ； University of Wisconsin–Madison（威斯康星大学麦迪逊分校） 纠错

专题命中 评测与基准 ：LLM(abstract)；分类 cs.AI、cs.LG

Causal-HalBench: Uncovering LVLMs Object Hallucinations Through Causal Intervention

Zhe Xu, Zhicai Wang, Junkang Wu, Jinda Lu, Xiang Wang

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

Comments accepted for publication in the Association for the Advancement of Artificial Intelligence (AAAI), 2026

Rethinking Text-to-SQL: Dynamic Multi-turn SQL Interaction for Real-world Database Exploration

Linzhuang Sun, Tianyu Guo, Hao Liang, Yuying Li, Qifeng Cai, Jingxuan Wei, Bihui Yu, Wentao Zhang, Bin Cui

机构 * University of Chinese Academy of Sciences（中国科学院大学） ； Peking University（北京大学） ； Tsinghua University（清华大学） 纠错

专题命中 评测与基准 ：LLM(abstract)；分类 cs.CL

DOoM: Difficult Olympiads of Math

Ilya Kuleshov, Ilin Pavel, Nikolay Kompanets, Ksenia Sycheva, Aleksandr Nikolich

机构 * HSE University（莫斯科国立高等经济大学） ； ITMO（ITMO大学） ； Vikhr Models 纠错

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

How Evaluation Choices Distort the Outcome of Generative Drug Discovery

Rıza Özçelik, Francesca Grisoni

机构 * Institute for Complex Molecular Systems（复杂分子系统研究所） ； Dept. Biomedical Engineering, Eindhoven University of Technology, Eindhoven, The Netherlands（生物医学工程系，埃因霍温理工大学，埃因霍温，荷兰） ； Centre for Living Technologies, Alliance TU/e, WUR, UU, UMC Utrecht, The Netherlands（生命技术中心，联盟TU/e，WUR，UU，乌得勒支大学医疗中心，荷兰） 纠错

专题命中 评测与基准 ：language model(abstract)；分类 cs.LG

Journal ref Özçelik, R., Grisoni, F. How evaluation choices distort the outcome of generative drug discovery. J Cheminform 17, 169 (2025)

Khmer Spellchecking: A Holistic Approach

Marry Kong, Rina Buoy, Sovisal Chenda, Nguonly Taing

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

AssertMiner: Module-Level Spec Generation and Assertion Mining using Static Analysis Guided LLMs

Hongqin Lyu, Yonghao Wang, Jiaxin Zhou, Zhiteng Chao, Tiancheng Wang, Huawei Li

专题命中 评测与基准 ：LLM(abstract)

Comments 6 pages, 8 figures

LayerPeeler: Autoregressive Peeling for Layer-wise Image Vectorization

Ronghuan Wu, Wanchao Su, Jing Liao

机构 * City University of Hong Kong（香港城市大学） ； Monash University（墨尔本大学） 纠错

专题命中 评测与基准 ：language model(abstract)

Comments Project Page: https://layerpeeler.github.io/

How AI Responses Shape User Beliefs: The Effects of Information Detail and Confidence on Belief Strength and Stance

Zekun Wu, Mayank Jobanputra, Vera Demberg, Jessica Hullman, Anna Maria Feit

专题命中 评测与基准 ：LLM(abstract)

HierRouter: Coordinated Routing of Specialized Large Language Models via Reinforcement Learning

Nikunj Gupta, Bill Guo, Rajgopal Kannan, Viktor K. Prasanna

机构 * David S. Hippocampus Department of Computer Science Cranberry-Lemon University（Cranberry-Lemon大学计算机科学系） ； University of Southern California（南加州大学） ； DEVCOM Army Research Office（陆军研究办公室） 纠错

专题命中 效率与部署 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL、cs.LG

Leveraging Large Language Models for Use Case Model Generation from Software Requirements

Tobias Eisenreich, Nicholas Friedlaender, Stefan Wagner

机构 * School of Computation, Information and Technology（计算、信息与技术学院） ； Technical University of Munich（慕尼黑技术大学） 纠错

专题命中 效率与部署 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.AI

Comments Accepted at the Intelligent Software Engineering Workshop (ISE 2025) at ASE 2025

EnchTable: Unified Safety Alignment Transfer in Fine-tuned Large Language Models

Jialin Wu, Kecen Li, Zhicong Huang, Xinfeng Li, Xiaofeng Wang, Cheng Hong

机构 * Ant Group（蚂蚁集团） ； Nanyang Technological University（南洋理工大学） 纠错

专题命中 效率与部署 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL

Comments Accepted by IEEE Symposium on Security and Privacy (S&P) 2026

Graph of Attacks with Pruning: Optimizing Stealthy Jailbreak Prompt Generation for Enhanced LLM Content Moderation

Daniel Schwartz, Dmitriy Bespalov, Zhe Wang, Ninad Kulkarni, Yanjun Qi

机构 * Amazon Bedrock Science（亚马逊Bedrock科学） ； Drexel University（德雷塞尔大学） ； University of Virginia（弗吉尼亚大学） 纠错

专题命中 效率与部署 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI

Comments 14 pages, 5 figures; published in EMNLP 2025 ; Code at: https://github.com/dsbuddy/GAP-LLM-Safety

From Street to Orbit: Training-Free Cross-View Retrieval via Location Semantics and LLM Guidance

Jeongho Min, Dongyoung Kim, Jaehyup Lee

专题命中 效率与部署 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.AI

Comments Accepted to WACV 2026, 10pages, 4 figures

HCC-3D: Hierarchical Compensatory Compression for 98% 3D Token Reduction in Vision-Language Models

Liheng Zhang, Jin Wang, Hui Li, Bingfeng Zhang, Weifeng Liu

专题命中 效率与部署 ：language model(title,abstract)；LLM(abstract)；large language model(abstract)

SageServe: Optimizing LLM Serving on Cloud Data Centers with Forecast Aware Auto-Scaling

Shashwat Jaiswal, Kunal Jain, Yogesh Simmhan, Anjaly Parayil, Ankur Mallick, Rujia Wang, Renee St. Amant, Chetan Bansal, Victor Rühle, Anoop Kulkarni, Steve Kofsky, Saravan Rajmohan

专题命中 效率与部署 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)

Comments 25 pages, 16 figures, 2 tables. The workload traces, our simulator harness and the SageServe scheduler are available at https://github.com/shashwatj07/SageServe

Journal ref Proceedings of the ACM on Measurement and Analysis of Computing Systems, Vol. 9, No. 3, Article 61. December 2025

VocalNet-M2: Advancing Low-Latency Spoken Language Modeling via Integrated Multi-Codebook Tokenization and Multi-Token Prediction

Yuhao Wang, Ziyang Cheng, Heyang Liu, Ronghua Wu, Qunshan Gu, Yanfeng Wang, Yu Wang

机构 * Shanghai Jiao Tong University（上海交通大学） ； Ant Group（蚂蚁集团） 纠错

专题命中 效率与部署 ：language model(title,abstract)；SLM(abstract)；分类 cs.CL、cs.AI

How Small Can You Go? Compact Language Models for On-Device Critical Error Detection in Machine Translation

Muskaan Chopra, Lorenz Sparrenberg, Sarthak Khanna, Rafet Sifa

机构 * Fraunhofer IAIS - Department of Media Engineering（弗劳恩霍夫人工智能研究所-媒体工程部门） ； University of Bonn - Department of Computer Science（波恩大学-计算机科学系） ； Lamarr Institute for Machine Learning（拉马尔人工智能与机器学习研究所） 纠错

专题命中 效率与部署 ：language model(title,abstract)；large language model(abstract)；分类 cs.CL、cs.AI

Comments Accepted in IEEE BigData 2025

LLM-Guided Probabilistic Fusion for Label-Efficient Document Layout Analysis

Ibne Farabi Shihab, Sanjeda Akter, Anuj Sharma

机构 * Department of Computer Science, Iowa State University（计算机科学系，爱荷华州立大学） ； Department of Civil, Construction & Environmental Engineering, Iowa State University（土木、建设与环境工程系，爱荷华州立大学） 纠错

专题命中 效率与部署 ：LLM(title,abstract)；pretraining(abstract)

FactGuard: Event-Centric and Commonsense-Guided Fake News Detection

Jing He, Han Zhang, Yuanhui Xiao, Wei Guo, Shaowen Yao, Renyang Liu

专题命中 效率与部署 ：LLM(abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI

Comments Accepted by AAAI 2026