语言大模型 / LLM

FastGRPO: Accelerating Policy Optimization via Concurrency-aware Speculative Decoding and Online Draft Learning

Yizhou Zhang, Ning Lv, Teng Wang, Jisheng Dang

机构 * Lanzhou University（兰州大学） ； The University of Hong Kong（香港大学） ； National University of Singapore（新加坡国立大学） 纠错

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

Comments Submitted to ICLR 2026

How Accurate Are LLMs at Multi-Question Answering on Conversational Transcripts?

Xiliang Zhu, Shi Zong, David Rossouw

机构 * Dialpad Inc.（Dialpad公司） 纠错

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

Comments Accepted by EMNLP 2025 Industry Track

Wide-In, Narrow-Out: Revokable Decoding for Efficient and Effective DLLMs

Feng Hong, Geng Yu, Yushi Ye, Haicheng Huang, Huangjie Zheng, Ya Zhang, Yanfeng Wang, Jiangchao Yao

机构 * Cooperative Medianet Innovation Center, Shanghai Jiao Tong University（上海交通大学合作中位网创新中心） ； Apple（苹果公司） ； School of Artificial Intelligence, Shanghai Jiao Tong University（上海交通大学人工智能学院） 纠错

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

Green Prompt Engineering: Investigating the Energy Impact of Prompt Design in Software Engineering

Vincenzo De Martino, Mohammad Amin Zadenoori, Xavier Franch, Alessio Ferrari

专题命中 效率与部署 ：language model(abstract)；small language model(abstract)

UniVid: Unifying Vision Tasks with Pre-trained Video Generation Models

Lan Chen, Yuchao Gu, Qi Mao

机构 * MIPG, Communication University of China（信息与通信大学） ； Show Lab, National University of Singapore（新加坡国立大学） 纠错

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

Efficient Multimodal Dataset Distillation via Generative Models

Zhenghao Zhao, Haoxuan Wang, Junyi Wu, Yuzhang Shang, Gaowen Liu, Yan Yan

机构 * University of Illinois Chicago（伊利诺伊大学芝加哥分校） ； University of Central Florida（中央佛罗里达大学） ； Cisco Research（思科研究） 纠错

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

Partial Parameter Updates for Efficient Distributed Training

Anastasiia Filippova, Angelos Katharopoulos, David Grangier, Ronan Collobert

机构 * Apple（苹果公司） 纠错

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

Semantic Component Analysis: Introducing Multi-Topic Distributions to Clustering-Based Topic Modeling

Florian Eichin, Carolin M. Schuster, Georg Groh, Michael A. Hedderich

机构 * LMU Munich and Munich Center for Machine Learning (MCML)（慕尼黑大学和慕尼黑机器学习中心） ； Technical University of Munich（慕尼黑技术大学） 纠错

专题命中 效率与部署 ：LLM(abstract)；分类 cs.CL

Comments 5 pages, 3 figures, code: https://github.com/mainlp/semantic_components

PIR-RAG: A System for Private Information Retrieval in Retrieval-Augmented Generation

Baiqiang Wang, Qian Lou, Mengxin Zheng, Dongfang Zhao

机构 * University of Washington（华盛顿大学） ； University of Central Florida（中央佛罗里达大学） 纠错

专题命中 效率与部署 ：LLM(abstract)；分类 cs.AI

DynaNav: Dynamic Feature and Layer Selection for Efficient Visual Navigation

Jiahui Wang, Changhao Chen

机构 * College of Design and Engineering, National University of Singapore（设计与工程学院，新加坡国立大学） ； PEAK-Lab, The Hong Kong University of Science and Technology (Guangzhou)（香港科技大学（广州）PEAK实验室） 纠错

专题命中 效率与部署 ：foundation model(abstract)

Comments Accepted as a poster in NeurIPS 2025

Scalable Foundation Interatomic Potentials via Message-Passing Pruning and Graph Partitioning

Lingyu Kong, Jaeheon Shim, Guoxiang Hu, Victor Fung

专题命中 效率与部署 ：foundation model(abstract)

Online-Optimized RAG for Tool Use and Function Calling

Yu Pan, Xiaocheng Li, Hanzhao Wang

专题命中 效率与部署 ：LLM(abstract)

FoodSEM: Large Language Model Specialized in Food Named-Entity Linking

Ana Gjorgjevikj, Matej Martinc, Gjorgjina Cenikj, Sašo Džeroski, Barbara Koroušić Seljak, Tome Eftimov

机构 * Jozef Stefan Institute（乔泽夫·斯塔芬研究所） ； Jozef Stefan International Postgraduate School（乔泽夫·斯塔芬国际研究生学院） 纠错

专题命中 领域大模型 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；prompting(abstract)

Comments To appear in the Proceedings of the 28th International Conference on Discovery Science (DS 2025)

Evaluating the Limits of Large Language Models in Multilingual Legal Reasoning

Antreas Ioannou, Andreas Shiamishis, Nora Hollenstein, Nezihe Merve Gürel

机构 * Delft University of Technology（代尔夫特理工大学） ； University of Zurich（苏黎世大学） 纠错

专题命中 领域大模型 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL、cs.AI、cs.LG

Comments 39 pages, 36 figures. Code and evaluation pipeline available at https://github.com/RobustML-Lab/Legal-Multilingual-Evaluation-of-LLMs

Leveraging Large Language Models for Robot-Assisted Learning of Morphological Structures in Preschool Children with Language Vulnerabilities

Stina Sundstedt, Mattias Wingren, Susanne Hägglund, Daniel Ventus

专题命中 领域大模型 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.AI

Comments 12 pages, 2 figures, Preprint of: Sundstedt, S., Wingren, M., Hägglund, S. & Ventus, D. (2025). Leveraging Large Language Models for Robot-Assisted Learning of Morphological Structures in Preschool Children with Language Vulnerabilities. In: Stephanidis, C., Antona, M., Ntoa, S. & Salvendy, G. (eds.), Communications in Computer and Information Science, vol. 2523, pp. 415-425. Springer

Journal ref Communications in Computer and Information Science(2025). Stephanidis, C., Antona, M., Ntoa, S. & Salvendy, G. (eds.). p. 415-425 11 p. ( Communications in Computer and Information Science; vol. 2523)

GeoEvolve: Automating Geospatial Model Discovery via Multi-Agent Large Language Models

Peng Luo, Xiayin Lou, Yu Zheng, Zhuo Zheng, Stefano Ermon

机构 * Massachusetts Institute of Technology（麻省理工学院） ； Technical University of Munich（慕尼黑技术大学） ； Stanford University（斯坦福大学） 纠错

专题命中 领域大模型 ：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.AI

Mining Social Determinants of Health for Heart Failure Patient 30-Day Readmission via Large Language Model

Mingchen Shao, Youjeong Kang, Xiao Hu, Hyunjung Gloria Kwak, Carl Yang, Jiaying Lu

机构 * Department of Computer Science, Emory University（计算机科学系，埃默里大学） ； Nell Hodgson Woodruff School of Nursing, Emory University（Nell Hodgson Woodruff护理学院，埃默里大学） 纠错

专题命中 领域大模型 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI、cs.LG

Journal ref in Proceedings of The 20th World Congress on Medical and Health Informatics (MEDINFO 2025)

How Large Language Models Need Symbolism

Xiaotie Deng, Hanyu Li

机构 * Xiaotie Deng（邓晓 tie） ； Hanyu Li（李寒宇） 纠错

专题命中 领域大模型 ：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL、cs.AI

Journal ref National Science Review, Volume 12, Issue 10, October 2025, nwaf339

Universal Legal Article Prediction via Tight Collaboration between Supervised Classification Model and LLM

Xiao Chi, Wenlin Zhong, Yiquan Wu, Wei Wang, Kun Kuang, Fei Wu, Minghui Xiong

机构 * Zhejiang University（浙江大学） 纠错

专题命中 领域大模型 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI

Comments 10 pages, 6 figures, Accepted to ICAIL 2025 (International Conference on Artificial Intelligence and Law)

Informed Forecasting: Leveraging Auxiliary Knowledge to Boost LLM Performance on Time Series Forecasting

Mohammadmahdi Ghasemloo, Alireza Moradi

机构 * Texas A&M University（德克萨斯A&M大学） ； Georgia Institute of Technology（佐治亚理工学院） 纠错

专题命中 领域大模型 ：LLM(title,abstract)；large language model(abstract)；language model(abstract)；分类 cs.LG

Domain-Aware Tensor Network Structure Search

Giorgos Iacovides, Wuyang Zhou, Chao Li, Qibin Zhao, Danilo Mandic

机构 * Department of Electrical and Electronic Engineering, Imperial College London（帝国理工学院伦敦校区电子与电气工程系） ； RIKEN AIP（日本理化学研究所AIP） 纠错

专题命中 领域大模型 ：LLM(abstract)；large language model(abstract)；language model(abstract)；prompting(abstract)

LLM-Augmented and Fair Machine Learning Framework for University Admission Prediction

Mohammad Abbadi, Yassine Himeur, Shadi Atalla, Dahlia Mansoor, Wathiq Mansoor

专题命中 领域大模型 ：LLM(title)；large language model(abstract)；language model(abstract)

Comments The 9th International Symposium on Multidisciplinary Studies and Innovative Technologies (ISMSIT)

RAU: Reference-based Anatomical Understanding with Vision Language Models

Yiwei Li, Yikang Liu, Jiaqi Guo, Lin Zhao, Zheyuan Zhang, Xiao Chen, Boris Mailhe, Ankush Mukherjee, Terrence Chen, Shanhui Sun

机构 * United Imaging Intelligence（联合影像智能） ； School of Computing, University of Georgia（佐治亚大学计算机学院） ； Department of Electrical and Computer Engineering, Northwestern University（西北大学电气与计算机工程系） 纠错

专题命中 领域大模型 ：language model(title,abstract)；分类 cs.AI

LLMs for Bayesian Optimization in Scientific Domains: Are We There Yet?

Rushil Gupta, Jason Hartford, Bang Liu

机构 * DIRO, Université de Montréal & Institut Courtois（蒙特利尔大学DIRO与Courtois研究所） ； Mila - Quebec AI Institute（魁北克人工智能研究所） ； The University of Manchester（曼彻斯特大学） ； Valence Labs（Valence实验室） ； Canada CIFAR AI Chair（加拿大CIFAR人工智能主席） 纠错

专题命中 领域大模型 ：LLM(abstract)；large language model(abstract)；language model(abstract)；分类 cs.CL、cs.LG

Comments Accepted to EMNLP 2025

On the Status of Foundation Models for SAR Imagery

Nathan Inkawhich

机构 * Nathan Inkawhich（独立研究者） 纠错

专题命中 领域大模型 ：foundation model(title,abstract)

ReGeS: Reciprocal Retrieval-Generation Synergy for Conversational Recommender Systems

Dayu Yang, Hui Fang

机构 * University of Delaware（德克萨斯大学） 纠错

专题命中 领域大模型 ：large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI、cs.LG

Comments Accepted by WISE 2025: 26th International Web Information Systems Engineering conference. Our code is publicly available at the link: https://github.com/dayuyang1999/ReGeS

Retrieval-Augmented Generation with Hierarchical Knowledge

Haoyu Huang, Yongfeng Huang, Junjie Yang, Zhenyu Pan, Yongqiang Chen, Kaili Ma, Hongzhi Chen, James Cheng

机构 * CSE, The Chinese University of Hong Kong（计算机科学与工程系，香港中文大学） 纠错

专题命中 领域大模型 ：large language model(abstract)；language model(abstract)；分类 cs.CL、cs.AI

Comments EMNLP 2025 Findings

SynerGen: Contextualized Generative Recommender for Unified Search and Recommendation

Vianne R. Gao, Chen Xue, Marc Versage, Xie Zhou, Zhongruo Wang, Chao Li, Yeon Seonwoo, Nan Chen, Zhen Ge, Gourab Kundu, Weiqi Zhang, Tian Wang, Qingjun Cui, Trishul Chilimbi

机构 * Store Foundation AI, Amazon（Store Foundation AI，亚马逊） 纠错

专题命中 领域大模型 ：foundation model(abstract)；分类 cs.CL

Comments Generative Recommender, Recommendation System, Information Retrieval

GeoDANO: Geometric VLM with Domain Agnostic Vision Encoder

Seunghyuk Cho, Zhenyue Qin, Yang Liu, Youngbin Choi, Seungbeom Lee, Dongwoo Kim

机构 * Graduate School of Artificial Intelligence, POSTECH（POSTECH人工智能研究生院） ； Department of Computer Science and Engineering, POSTECH（POSTECH计算机科学与工程系） ； Australian National University（澳大利亚国立大学） 纠错

专题命中 领域大模型 ：language model(abstract)；分类 cs.CL

Comments Accepted to EMNLP-Findings 2025

QuantMind: A Context-Engineering Based Knowledge Framework for Quantitative Finance

Haoxue Wang, Keli Wen, Yuante Li, Qiancheng Qu, Xiangxu Mu, Xinjie Shen, Jiaqi Gao, Chenyang Chang, Chuhan Xie, San Yu Cheung, Zhuoyuan Hu, Xinyu Wang, Sirui Bi, Bi'an Du

专题命中 领域大模型 ：LLM(abstract)