语言大模型 / LLM

FlashSVD: Memory-Efficient Inference with Streaming for Low-Rank Models

Zishan Shao, Yixiao Wang, Qinsi Wang, Ting Jiang, Zhixu Du, Hancheng Ye, Danyang Zhuo, Yiran Chen, Hai Li

机构 * Department of Statistical Science（统计科学系） ； Department of Electrical & Computer Engineering（电气与计算机工程系） ； Department of Computer Science（计算机科学系） 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 Technical Report

Multi-TW: Benchmarking Multimodal Models on Traditional Chinese Question Answering in Taiwan

Jui-Ming Yao, Bing-Cheng Xie, Sheng-Wei Peng, Hao-Yuan Chen, He-Rong Zheng, Bing-Jia Tan, Peter Shaojui Wang, Shun-Feng Su

机构 * National Taiwan University of Science and Technology（台湾科技大学） ； University of London（伦敦大学） ； National Taiwan University（台湾大学） 纠错

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

Cascade Reward Sampling for Efficient Decoding-Time Alignment

Bolian Li, Yifan Wang, Anamika Lochab, Ananth Grama, Ruqi Zhang

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

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

On the Generalization vs Fidelity Paradox in Knowledge Distillation

Suhas Kamasetty Ramesh, Ayan Sengupta, Tanmoy Chakraborty

机构 * Department of Electrical Engineering（电气工程系） ； Indian Institute of Technology Delhi（印度理工学院德里） 纠错

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

Edge-ASR: Towards Low-Bit Quantization of Automatic Speech Recognition Models

Chen Feng, Yicheng Lin, Shaojie Zhuo, Chenzheng Su, Ramchalam Kinattinkara Ramakrishnan, Zhaocong Yuan, Xiaopeng Zhang

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

专题命中 效率与部署 ：LLM(abstract)；post-training(abstract)；分类 cs.LG

Predictive Data Selection: The Data That Predicts Is the Data That Teaches

Kashun Shum, Yuzhen Huang, Hongjian Zou, Qi Ding, Yixuan Liao, Xiaoxin Chen, Qian Liu, Junxian He

机构 * Vivo AI Lab（Vivo人工智能实验室） 纠错

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

Comments ICML 2025

A Hybrid Transformer Architecture with a Quantized Self-Attention Mechanism Applied to Molecular Generation

Anthony M. Smaldone, Yu Shee, Gregory W. Kyro, Marwa H. Farag, Zohim Chandani, Elica Kyoseva, Victor S. Batista

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

Free-MoRef: Instantly Multiplexing Context Perception Capabilities of Video-MLLMs within Single Inference

Kuo Wang, Quanlong Zheng, Junlin Xie, Yanhao Zhang, Jinguo Luo, Haonan Lu, Liang Lin, Fan Zhou, Guanbin Li

机构 * Sun Yat-sen University（中山大学） ； Peng Cheng Laboratory（鹏城实验室） ； OPPO AI Center（OPPO人工智能中心） ； Research Institute（研究 institute） ； The Chinese University of Hong Kong, Shenzhen（香港中文大学（深圳）） ； Harbin Institute of Technology（哈尔滨工业大学） ； Shenzhen Key Laboratory of Digital Living Network and Content Service（深圳数字生活网络与内容服务重点实验室） ； Guangdong Key Laboratory of Big Data Analysis and Processing（广东省大数据分析与处理重点实验室） 纠错

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

Comments published in ICCV 2025

M3LLM: Model Context Protocol-aided Mixture of Vision Experts For Multimodal LLMs in Networks

Yongjie Zeng, Hongyang Du

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

RestAware: Non-Invasive Sleep Monitoring Using FMCW Radar and AI-Generated Summaries

Agniva Banerjee, Bhanu Partap Paregi, Haroon R. Lone

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

Fitness aligned structural modeling enables scalable virtual screening with AuroBind

Zhongyue Zhang, Jiahua Rao, Jie Zhong, Weiqiang Bai, Dongxue Wang, Shaobo Ning, Lifeng Qiao, Sheng Xu, Runze Ma, Will Hua, Jack Xiaoyu Chen, Odin Zhang, Wei Lu, Hanyi Feng, He Yang, Xinchao Shi, Rui Li, Wanli Ouyang, Xinzhu Ma, Jiahao Wang, Jixian Zhang, Jia Duan, Siqi Sun, Jian Zhang, Shuangjia Zheng

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

Comments 54 pages, 13 figures, code available at https://github.com/GENTEL-lab/AuroBind

Do Edges Matter? Investigating Edge-Enhanced Pre-Training for Medical Image Segmentation

Paul Zaha, Lars Böcking, Simeon Allmendinger, Leopold Müller, Niklas Kühl

机构 * University of Bayreuth（拜罗伊特大学） ； Fraunhofer FIT（弗劳恩霍夫 FIT 研究所） 纠错

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

Comments 11 pages, 5 figures, Third International Workshop on Data Engineering in Medical Imaging (DEMI 2025)

Local Contrastive Editing of Gender Stereotypes

Marlene Lutz, Rochelle Choenni, Markus Strohmaier, Anne Lauscher

机构 * University of Mannheim（曼海姆大学） ； University of Amsterdam（阿姆斯特丹大学） ； University of Mannheim, GESIS, CSH Vienna（曼海姆大学、GESIS、维也纳CSH） ； University of Hamburg（汉堡大学） 纠错

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

Comments Accepted at EMNLP 2024

Dynamic Order Template Prediction for Generative Aspect-Based Sentiment Analysis

Yonghyun Jun, Hwanhee Lee

机构 * Department of Artificial Intelligence, Chung-Ang University（人工智能系， Chung-Ang 大学） 纠错

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

Comments ACL 2025 Main

Self-Supervised YOLO: Leveraging Contrastive Learning for Label-Efficient Object Detection

Manikanta Kotthapalli, Reshma Bhatia, Nainsi Jain

专题命中 效率与部署 ：pretraining(abstract)

Comments 11 pages, 9 figures

E-VRAG: Enhancing Long Video Understanding with Resource-Efficient Retrieval Augmented Generation

Zeyu Xu, Junkang Zhang, Qiang Wang, Yi Liu

机构 * Zeyu Xu（作者） ； Junkang Zhang（作者） ； Qiang Wang（作者） ； Yi Liu（作者） 纠错

专题命中 效率与部署 ：language model(abstract)

EfficientGFormer: Multimodal Brain Tumor Segmentation via Pruned Graph-Augmented Transformer

Fatemeh Ziaeetabar

机构 * School of Mathematics, Statistics and Computer Science, College of Science, University of Tehran（数学、统计与计算机科学学院，科学学院，德黑兰大学） ； University of Tehran（德黑兰大学） 纠错

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

Scaling Vision Pre-Training to 4K Resolution

Baifeng Shi, Boyi Li, Han Cai, Yao Lu, Sifei Liu, Marco Pavone, Jan Kautz, Song Han, Trevor Darrell, Pavlo Molchanov, Hongxu Yin

机构 * UC Berkeley（加州大学伯克利分校） ； NVIDIA（英伟达） 纠错

专题命中 效率与部署 ：LLM(abstract)

Comments CVPR 2025. Project Page: https://nvlabs.github.io/PS3

AutoOcc: Automatic Open-Ended Semantic Occupancy Annotation via Vision-Language Guided Gaussian Splatting

Xiaoyu Zhou, Jingqi Wang, Yongtao Wang, Yufei Wei, Nan Dong, Ming-Hsuan Yang

机构 * Wangxuan Institute of Computer Technology, Peking University（北京大学计算机技术研究院） ； Chongqing Changan Automobile Co., Ltd（重庆长安汽车有限公司） ； University of California, Merced（加州大学默塞德分校） 纠错

专题命中 效率与部署 ：language model(abstract)

Comments ICCV 2025 Hightlight (main conference)

UrbanScore: A Real-Time Personalised Liveability Analytics Platform

Vrinceanu Alin Vladut

专题命中 效率与部署 ：language model(abstract)

Comments 9 pages

Assessing the Reliability and Validity of Large Language Models for Automated Assessment of Student Essays in Higher Education

Andrea Gaggioli, Giuseppe Casaburi, Leonardo Ercolani, Francesco Collova', Pietro Torre, Fabrizio Davide

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 24 pages (including appendix), 12 tables, 1 figure

TMIQ: Quantifying Test and Measurement Domain Intelligence in Large Language Models

Emmanuel A. Olowe, Danial Chitnis

机构 * School of Engineering The University of Edinburgh Edinburgh, UK（工程学院 伦敦大学爱丁堡分校 英国） 纠错

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

Comments accepted in IEEE I2MTC 2025

Journal ref 2025 IEEE International Instrumentation and Measurement Technology Conference (I2MTC)

Fine-grained Alignment of Large Language Models for General Medication Recommendation without Overprescription

Zihao Zhao, Chenxiao Fan, Junlong Liu, Zheng Wang, Xiangnan He, Chongming Gao, Juan Li, Fuli Feng

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

InfiniteHBD: Building Datacenter-Scale High-Bandwidth Domain for LLM with Optical Circuit Switching Transceivers

Chenchen Shou, Guyue Liu, Hao Nie, Huaiyu Meng, Yu Zhou, Yimin Jiang, Wenqing Lv, Yelong Xu, Yuanwei Lu, Zhang Chen, Yanbo Yu, Yichen Shen, Yibo Zhu, Daxin Jiang

机构 * Peking University（北京大学） ； StepFun ； Lightelligence Pte. Ltd.（Lightelligence公司） 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

LLM-Assisted Model-Based Fuzzing of Protocol Implementations

Changze Huang, Di Wang, Zhi Quan Zhou

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

ProKG-Dial: Progressive Multi-Turn Dialogue Construction with Domain Knowledge Graphs

Yuanyuan Liang, Xiaoman Wang, Tingyu Xie, Lei Pan

机构 * East China Normal University（东中国师范大学） ； Zhejiang University（浙江大學） ； AISpeech 纠错

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

Comments 15 pages

CCSBench: Evaluating Compositional Controllability in LLMs for Scientific Document Summarization

Yixi Ding, Jiaying Wu, Tongyao Zhu, Yanxia Qin, Qian Liu, Min-Yen Kan

机构 * National University of Singapore（新加坡国立大学） ； Singapore University of Technology and Design（新加坡科技设计大学） ； Sea AI Lab（Sea AI实验室） 纠错

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

Comments Accepted to KDD 2025 SciSoc LLM Workshop: Large Language Models for Scientific and Societal Advances

The AI-Augmented Research Process: A Historian's Perspective

Christian Henriot

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

Comments 57 pages, 6 figures

OpenMed NER: Open-Source, Domain-Adapted State-of-the-Art Transformers for Biomedical NER Across 12 Public Datasets

Maziyar Panahi

机构 * CNRS Paris, France（法国巴黎国家科学研究中心） 纠错

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

Cross-Domain Web Information Extraction at Pinterest

Michael Farag, Patrick Halina, Andrey Zaytsev, Alekhya Munagala, Imtihan Ahmed, Junhao Wang

机构 * Pinterest 纠错

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