语言大模型 / LLM

VoiceAgentEval: A Dual-Dimensional Benchmark for Expert-Level Intelligent Voice-Agent Evaluation of Xbench's Professional-Aligned Series

Pengyu Xu, Shijia Li, Ao Sun, Feng Zhang, Yahan Li, Bo Wu, Zhanyu Ma, Jiguo Li, Jun Xu, Jiuchong Gao, Jinghua Hao, Renqing He, Rui Wang, Yang Liu, Xiaobo Hu, Fan Yang, Jia Zheng, Guanghua Yao

机构 * Meituan（美团） ； Xbench ； Agora ； Beijing Jiaotong University（北京交通大学） ； BUPT（北京邮电大学） ； The Chinese University of Hong Kong, Shenzhen（香港中文大学（深圳）） ； Jilin University（吉林大学） ； Peking University（北京大学） 纠错

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

An Adaptive Multi Agent Bitcoin Trading System

Aadi Singhi

机构 * UCL Computer Science（伦敦大学学院计算机科学系） 纠错

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

Comments 18 pages, 6 figures , 2 tables

CrossMed: A Multimodal Cross-Task Benchmark for Compositional Generalization in Medical Imaging

Pooja Singh, Siddhant Ujjain, Tapan Kumar Gandhi, Sandeep Kumar

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

AI Agent-Driven Framework for Automated Product Knowledge Graph Construction in E-Commerce

Dimitar Peshevski, Riste Stojanov, Dimitar Trajanov

机构 * Faculty of Computer Science and Engineering（计算机科学与工程系） 纠错

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

Comments Proceedings of the 1st GOBLIN Workshop on Knowledge Graph Technologies

Journal ref The 1st GOBLIN Workshop on Knowledge Graph Technologies, June 12, 2025 in Leipzig, Germany

Faithful Summarization of Consumer Health Queries: A Cross-Lingual Framework with LLMs

Ajwad Abrar, Nafisa Tabassum Oeshy, Prianka Maheru, Farzana Tabassum, Tareque Mohmud Chowdhury

机构 * Islamic University of Technology（伊斯兰技术大学） 纠错

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

Comments Accepted at the 5th Muslims in Machine Learning (MusIML) Workshop, co-located with NeurIPS 2025

OIDA-QA: A Multimodal Benchmark for Analyzing the Opioid Industry Documents Archive

Xuan Shen, Brian Wingenroth, Zichao Wang, Jason Kuen, Wanrong Zhu, Ruiyi Zhang, Yiwei Wang, Lichun Ma, Anqi Liu, Hongfu Liu, Tong Sun, Kevin S. Hawkins, Kate Tasker, G. Caleb Alexander, Jiuxiang Gu

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

Comments Accepted by AAAI 2026 Artificial Intelligence for Social Impact Track

Synthetic Data-Driven Prompt Tuning for Financial QA over Tables and Documents

Yaoning Yu, Kai-Min Chang, Ye Yu, Kai Wei, Haojing Luo, Haohan Wang

机构 * University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） ； University of South Florida（佛罗里达州立大学） 纠错

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

Guarding the Meaning: Self-Supervised Training for Semantic Robustness in Guard Models

Cristina Pinneri, Christos Louizos

机构 * Qualcomm AI Research（高通人工智能研究） 纠错

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

A filtering scheme for confocal laser endomicroscopy (CLE)-video sequences for self-supervised learning

Nils Porsche, Flurin Müller-Diesing, Sweta Banerjee, Miguel Goncalves, Marc Aubreville

机构 * Flensburg University of Applied Sciences（弗劳恩霍夫应用技术大学） ； University Hospital RWTH Aachen（亚琛大学医院） ； University Hospital Würzburg（维尔茨堡大学医院） 纠错

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

Towards Formalizing Spuriousness of Biased Datasets Using Partial Information Decomposition

Barproda Halder, Faisal Hamman, Pasan Dissanayake, Qiuyi Zhang, Ilia Sucholutsky, Sanghamitra Dutta

机构 * University of Maryland, College Park（马里兰大学学院公园分校） ； Google Research（谷歌研究） ； Princeton University（普林斯顿大学） 纠错

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

Comments Accepted at Transactions on Machine Learning Research (TMLR)

Synthetic Voices, Real Threats: Evaluating Large Text-to-Speech Models in Generating Harmful Audio

Guangke Chen, Yuhui Wang, Shouling Ji, Xiapu Luo, Ting Wang

机构 * Stony Brook University（石英布鲁克大学） ； Zhejiang University（浙江大学） ； The Hong Kong Polytechnic University（香港理工大学） 纠错

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

Sabiá: Um Chatbot de Inteligência Artificial Generativa para Suporte no Dia a Dia do Ensino Superior

Guilherme Biava Rodrigues, Franciele Beal, Marlon Marcon, Alinne Cristinne Corrêa Souza, André Roberto Ortoncelli, Francisco Carlos Monteiro Souza, Rodolfo Adamshuk Silva

专题命中 评测与基准 ：LLM(abstract)；分类 cs.CL

Comments Accepte for publishing in SBIE2025, in Portuguese language

Expressive Range Characterization of Open Text-to-Audio Models

Jonathan Morse, Azadeh Naderi, Swen Gaudl, Mark Cartwright, Amy K. Hoover, Mark J. Nelson

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

Comments Accepted at the AAAI Conference on Artificial Intelligence and Interactive Digital Entertainment (AIIDE 2025)

Q2E: Query-to-Event Decomposition for Zero-Shot Multilingual Text-to-Video Retrieval

Shubhashis Roy Dipta, Francis Ferraro

机构 * Department of Computer Science and Electrical Engineering University of Maryland Baltimore County（计算机科学与电气工程系马里兰大学巴尔的摩县） 纠错

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

Comments Accepted in IJCNLP-AACL 2025 (also presented in MAGMAR 2025 at ACL 2025)

RiverScope: High-Resolution River Masking Dataset

Rangel Daroya, Taylor Rowley, Jonathan Flores, Elisa Friedmann, Fiona Bennitt, Heejin An, Travis Simmons, Marissa Jean Hughes, Camryn L Kluetmeier, Solomon Kica, J. Daniel Vélez, Sarah E. Esenther, Thomas E. Howard, Yanqi Ye, Audrey Turcotte, Colin Gleason, Subhransu Maji

专题命中 评测与基准 ：pretraining(abstract)

Towards Attribution of Generators and Emotional Manipulation in Cross-Lingual Synthetic Speech using Geometric Learning

Girish, Mohd Mujtaba Akhtar, Farhan Sheth, Muskaan Singh

专题命中 评测与基准 ：foundation model(abstract)

Comments Accepted to IJCNLP-AACL 2025

Practical Author Name Disambiguation under Metadata Constraints: A Contrastive Learning Approach for Astronomy Literature

Vicente Amado Olivo, Wolfgang Kerzendorf, Bangjing Lu, Joshua V. Shields, Andreas Flörs, Nutan Chen

专题命中 评测与基准 ：foundation model(abstract)

MADiff: Motion-Aware Mamba Diffusion Models for Hand Trajectory Prediction on Egocentric Videos

Junyi Ma, Xieyuanli Chen, Wentao Bao, Jingyi Xu, Hesheng Wang

机构 * IRMV Lab, School of Automation and Intelligent Sensing, Shanghai Jiao Tong University and State Key Laboratory of Avionics Integration and Aviation System-of-Systems Synthesis, Shanghai Key Laboratory of Navigation and Location Based Services（IRMV实验室，自动化与智能感知学院，上海交通大学，航空集成与航空系统-of-Systems综合国家重点实验室，导航与定位服务重点实验室） ； College of Intelligence Science and Technology, National University of Defense Technology（智能科学与技术学院，国防科技大学） ； Department of Electronic Engineering, Shanghai Jiao Tong University（电子工程学院，上海交通大学） 纠错

专题命中 评测与基准 ：foundation model(abstract)

Comments Accepted to TPAMI 2025

Adapt-Pruner: Adaptive Structural Pruning for Efficient Small Language Model Training

Rui Pan, Shivanshu Shekhar, Boyao Wang, Shizhe Diao, Jipeng Zhang, Xingyuan Pan, Renjie Pi, Tong Zhang

机构 * University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） ； HKUST（香港科技大学） 纠错

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

First-Order Error Matters: Accurate Compensation for Quantized Large Language Models

Xingyu Zheng, Haotong Qin, Yuye Li, Haoran Chu, Jiakai Wang, Jinyang Guo, Michele Magno, Xianglong Liu

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

Comments Accepted by AAAI 2026. The code is available at https://github.com/Xingyu-Zheng/FOEM

Automata-Based Steering of Large Language Models for Diverse Structured Generation

Xiaokun Luan, Zeming Wei, Yihao Zhang, Meng Sun

机构 * School of Mathematical Sciences, Peking University（北京大学数学科学学院） 纠错

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

Comments ICFEM 2025 (Best Paper Award)

Pre-Attention Expert Prediction and Prefetching for Mixture-of-Experts Large Language Models

Shien Zhu, Samuel Bohl, Robin Oester, Gustavo Alonso

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

Strada-LLM: Graph LLM for traffic prediction

Seyed Mohamad Moghadas, Bruno Cornelis, Alexandre Alahi, Adrian Munteanu

机构 * Department of Electronics and Informatics, Vrije Universiteit Brussel（布鲁塞尔自由大学电子与信息系） ； VITA Lab, EPFL（EPFL VITA实验室） 纠错

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

Comments 13 pages

T-MAN: Enabling End-to-End Low-Bit LLM Inference on NPUs via Unified Table Lookup

Jianyu Wei, Qingtao Li, Shijie Cao, Lingxiao Ma, Zixu Hao, Yanyong Zhang, Xiaoyan Hu, Ting Cao

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

LIMINAL: Exploring The Frontiers of LLM Decode Performance

Michael Davies, Neal Crago, Karthikeyan Sankaralingam, Christos Kozyrakis

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

LLM enhanced graph inference for long-term disease progression modelling

Tiantian He, An Zhao, Elinor Thompson, Anna Schroder, Ahmed Abdulaal, Frederik Barkhof, Daniel C. Alexander

机构 * Department of Computer Science（计算机科学系） 纠错

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

SEAL: Subspace-Anchored Watermarks for LLM Ownership

Yanbo Dai, Zongjie Li, Zhenlan Ji, Shuai Wang

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

StyleBreak: Revealing Alignment Vulnerabilities in Large Audio-Language Models via Style-Aware Audio Jailbreak

Hongyi Li, Chengxuan Zhou, Chu Wang, Sicheng Liang, Yanting Chen, Qinlin Xie, Jiawei Ye, Jie Wu

机构 * Hongyi Li, Chengxuan Zhou, Chu Wang, Sicheng Liang, Yanting Chen, Qinlin Xie, Jiawei Ye, Jie Wu（作者团队） 纠错

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

Comments Accepted by AAAI 2026

Cognitively-Inspired Episodic Memory Architectures for Accurate and Efficient Character AI

Rafael Arias Gonzalez, Steve DiPaola

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

Comments 25 pages

PAS : Prelim Attention Score for Detecting Object Hallucinations in Large Vision--Language Models

Nhat Hoang-Xuan, Minh Vu, My T. Thai, Manish Bhattarai

机构 * Los Alamos National Laboratory（洛斯阿拉莫斯国家实验室） ； University of Florida（佛罗里达大学） 纠错

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