语言大模型 / LLM

TRAIL: Joint Inference and Refinement of Knowledge Graphs with Large Language Models

Xinkui Zhao, Haode Li, Yifan Zhang, Guanjie Cheng, Yueshen Xu

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

Improving Crash Data Quality with Large Language Models: Evidence from Secondary Crash Narratives in Kentucky

Xu Zhang, Mei Chen

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 19 pages, 2 figures

Learning to Inference Adaptively for Multimodal Large Language Models

Zhuoyan Xu, Khoi Duc Nguyen, Preeti Mukherjee, Saurabh Bagchi, Somali Chaterji, Yingyu Liang, Yin Li

机构 * University of Wisconsin-Madison（威斯康星大学麦迪逊分校） ； Purdue University（普渡大学） ； The University of Hong Kong（香港大学） 纠错

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

Comments Published at ICCV 2025

Efficient Scaling for LLM-based ASR

Bingshen Mu, Yiwen Shao, Kun Wei, Dong Yu, Lei Xie

机构 * Tencent AI Lab（腾讯人工智能实验室） 纠错

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

Comments Accepted by ASRU 2025

EdgeInfinite-Instruct: Bridging SFT-Based Optimization and NPU-Level Efficiency for Edge Devices

Jiyu Chen, Poh Seng Lim, Shuang Peng, Daxiong Luo, JungHau Foo, Yap Deep, Timothy Lee Jun Jie, Kelvin Teh Kae Wen, Fan Yang, Danyu Feng, Hao-Yun Chen, Peng-Wen Chen, Fangyuan Li, Xiaoxin Chen, Wong Wai Mun

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

Comments The data and method in the paper need to be re-audited

From Learning to Unlearning: Biomedical Security Protection in Multimodal Large Language Models

Dunyuan Xu, Xikai Yang, Yaoqian Li, Jinpeng Li, Pheng-Ann Heng

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

GeRe: Towards Efficient Anti-Forgetting in Continual Learning of LLM via General Samples Replay

Yunan Zhang, Shuoran Jiang, Mengchen Zhao, Yuefeng Li, Yang Fan, Xiangping Wu, Qingcai Chen

机构 * Department of Computer Science and Technology, Harbin Institute of Technology（计算机科学与技术系，哈尔滨工业大学） 纠错

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

Automatic LLM Red Teaming

Roman Belaire, Arunesh Sinha, Pradeep Varakantham

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

LLM-Prior: A Framework for Knowledge-Driven Prior Elicitation and Aggregation

Yongchao Huang

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

P-Aligner: Enabling Pre-Alignment of Language Models via Principled Instruction Synthesis

Feifan Song, Bofei Gao, Yifan Song, Yi Liu, Weimin Xiong, Yuyang Song, Tianyu Liu, Guoyin Wang, Houfeng Wang

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

Gather and Trace: Rethinking Video TextVQA from an Instance-oriented Perspective

Yan Zhang, Gangyan Zeng, Daiqing Wu, Huawen Shen, Binbin Li, Yu Zhou, Can Ma, Xiaojun Bi

机构 * Institute of Information Engineering, Chinese Academy of Sciences School of Cyber Security, University of Chinese Academy of Sciences Beijing China ； School of Cyber Science ； Engineering, Nanjing University of Science ； VCIP \& TMCC \& DISSec, College of Computer Science, Nankai University Tianjin China ； Key Laboratory of Ethnic Language Intelligent Analysis ； Security Governance of MOE, Minzu University of China Beijing China ； Institute of Information Engineering, Chinese Academy of Sciences ； School of Cyber Security, University of Chinese Academy of Sciences ； VCIP \& TMCC \& DISSec, College of Computer Science, Nankai University ； Security Governance of MOE, Minzu University of China 纠错

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

Comments Accepted by 2025 ACM MM

PAIRS: Parametric-Verified Adaptive Information Retrieval and Selection for Efficient RAG

Wang Chen, Guanqiang Qi, Weikang Li, Yang Li, Deguo Xia, Jizhou Huang

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

Beyond Manually Designed Pruning Policies with Second-Level Performance Prediction: A Pruning Framework for LLMs

Zuxin Ma, Yunhe Cui, Yongbin Qin

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

p-MoD: Building Mixture-of-Depths MLLMs via Progressive Ratio Decay

Jun Zhang, Desen Meng, Zhengming Zhang, Zhenpeng Huang, Tao Wu, Limin Wang

机构 * State Key Laboratory for Novel Software Technology, Nanjing University（南京大学新型软件技术国家重点实验室） ； China Mobile Research Institute（中国移动研究院） ； Shanghai AI Lab（上海AI实验室） 纠错

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

Comments Accepted by ICCV 2025; Code released at https://github.com/MCG-NJU/p-MoD

FrEVL: Leveraging Frozen Pretrained Embeddings for Efficient Vision-Language Understanding

Emmanuelle Bourigault, Pauline Bourigault

机构 * Department of Engineering Science, University of Oxford（牛津大学工程科学系） ； Department of Electrical Engineering, Imperial College London（伦敦帝国学院电子工程系） 纠错

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

Comments 8 pages, 4 figures

FlashCommunication V2: Bit Splitting and Spike Reserving for Any Bit Communication

Qingyuan Li, Bo Zhang, Hui Kang, Tianhao Xu, Yulei Qian, Yuchen Xie, Lin Ma

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

Comments 9 pages, 8 figures

Mixup Model Merge: Enhancing Model Merging Performance through Randomized Linear Interpolation

Yue Zhou, Yi Chang, Yuan Wu

专题命中 效率与部署 ：LLM(abstract)；分类 cs.CL

Comments 15 pages

Scaling Up Audio-Synchronized Visual Animation: An Efficient Training Paradigm

Lin Zhang, Zefan Cai, Yufan Zhou, Shentong Mo, Jinhong Lin, Cheng-En Wu, Yibing Wei, Yijing Zhang, Ruiyi Zhang, Wen Xiao, Tong Sun, Junjie Hu, Pedro Morgado

机构 * University of Wisconsin Madison（威斯康星大学麦迪逊分校） ； Carnegie Mellon University（卡内基梅隆大学） ； Luma AI ； Adobe Research（Adobe研究） ； Microsoft（微软） 纠错

专题命中 效率与部署 ：pretraining(abstract)

Foundation Neural-Networks Quantum States as a Unified Ansatz for Multiple Hamiltonians

Riccardo Rende, Luciano Loris Viteritti, Federico Becca, Antonello Scardicchio, Alessandro Laio, Giuseppe Carleo

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

Comments 10 pages, 6 figures, 1 table

Journal ref Nature Communications 16, 7213 (2025)

Enhancing Serendipity Recommendation System by Constructing Dynamic User Knowledge Graphs with Large Language Models

Qian Yong, Yanhui Li, Jialiang Shi, Yaguang Dou, Tian Qi

机构 * Shanghai Dewu Information Group Co., Ltd.（上海德 Wu 信息集团有限公司） ； Xi'an Jiaotong University（西安交通大学） 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

Comments 8 pages

Text2VR: Automated instruction Generation in Virtual Reality using Large language Models for Assembly Task

Subin Raj Peter

机构 * University College Dublin（都柏林大学学院） 纠错

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

Comments 7 pages, 7 figures, conference

Industrial LLM-based Code Optimization under Regulation: A Mixture-of-Agents Approach

Mari Ashiga, Vardan Voskanyan, Fateme Dinmohammadi, Jingzhi Gong, Paul Brookes, Matthew Truscott, Rafail Giavrimis, Mike Basios, Leslie Kanthan, Wei Jie

机构 * University of West London（伦敦西伦敦大学） ； University of Leeds（利兹大学） ； TurinTech AI（都灵科技AI） ； University of Surrey（萨里大学） 纠错

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

Comments Submitted to ASE'25 Industry Showcase

Large Language Model's Multi-Capability Alignment in Biomedical Domain

Wentao Wu, Linqing Chen, Hanmeng Zhong, Weilei Wang

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

Foundation Model of Electronic Medical Records for Adaptive Risk Estimation

Pawel Renc, Michal K. Grzeszczyk, Nassim Oufattole, Deirdre Goode, Yugang Jia, Szymon Bieganski, Matthew B. A. McDermott, Jaroslaw Was, Anthony E. Samir, Jonathan W. Cunningham, David W. Bates, Arkadiusz Sitek

机构 * Massachusetts General Hospital（麻省总医院） ； Harvard Medical School（哈佛医学院） ； AGH University of Krakow（克拉科夫AGH大学） ； Massachusetts Institute of Technology（麻省理工学院） ； Newton Wellesley Hospital（牛顿韦尔士医院） ； Medical University of Lodz（罗兹医学院） ； Harvard Chan School of Public Health（哈佛医学院公共卫生学院） 纠错

专题命中 领域大模型 ：foundation model(title)；分类 cs.AI、cs.LG

CLaSP: Learning Concepts for Time-Series Signals from Natural Language Supervision

Aoi Ito, Kota Dohi, Yohei Kawaguchi

机构 * Hosei University（恒生大学） ； Hitachi Ltd.（日立株式会社） 纠错

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

A Hybrid AI Methodology for Generating Ontologies of Research Topics from Scientific Paper Corpora

Alessia Pisu, Livio Pompianu, Francesco Osborne, Diego Reforgiato Recupero, Daniele Riboni, Angelo Salatino

机构 * University of Cagliari（卡利阿里大学） ； The Open University（开放大学） ； University of Milano Bicocca（米兰-比科卡大学） 纠错

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

R1-RE: Cross-Domain Relation Extraction with RLVR

Runpeng Dai, Tong Zheng, Run Yang, Kaixian Yu, Hongtu Zhu

机构 * University of North Carolina at Chapel Hill（北卡罗来纳大学教堂山分校） ； University of Maryland College Park（马里兰大学学院市分校） ； BiliBili（哔哩哔哩） ； Insilicom LLC（Insilicom公司） 纠错

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

Comments 14 pages, 7 figures

What Lives? A meta-analysis of diverse opinions on the definition of life

Reed Bender, Karina Kofman, Blaise Agüera y Arcas, Michael Levin

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

Comments 54 pages, 4 figures, 2 tables, 11 supplemental figures, 3 supplemental tables

Predictive Modeling: BIM Command Recommendation Based on Large-scale Usage Logs

Changyu Du, Zihan Deng, Stavros Nousias, André Borrmann

机构 * Chair of Computing in Civil and Building Engineering, Technical University of Munich（土木与建筑工程系，慕尼黑技术大学） ； TUM Georg Nemetschek Institute（慕尼黑技术大学Georg Nemetschek研究所） 纠错

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

Comments Advanced Engineering Informatics

Journal ref Advanced Engineering Informatics, Volume 68, Part B, November 2025

Knowledge to Sight: Reasoning over Visual Attributes via Knowledge Decomposition for Abnormality Grounding

Jun Li, Che Liu, Wenjia Bai, Mingxuan Liu, Rossella Arcucci, Cosmin I. Bercea, Julia A. Schnabel

机构 * Technical University of Munich（慕尼黑技术大学） ； Munich Center for Machine Learning（慕尼黑机器学习中心） ； Imperial College London（伦敦帝国学院） ； University of Trento（特伦托大学） ； Helmholtz AI and Helmholtz Munich（海德堡人工智能与海德堡慕尼黑） ； King’s College London（伦敦国王学院） 纠错

专题命中 领域大模型 ：language model(abstract)；pretraining(abstract)