语言大模型 / LLM

GDLLM: A Global Distance-aware Modeling Approach Based on Large Language Models for Event Temporal Relation Extraction

Jie Zhao, Wanting Ning, Yuxiao Fei, Yubo Feng, Lishuang Li

机构 * School of Computer Science and Technology, Dalian University of Technology, China（大连理工大学计算机科学与技术学院） ； Luddy School of Informatics, Computing, and Engineering, Indiana University Indianapolis, the United States（印第安纳大学印第安纳波利斯分校信息学院） 纠错

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

Comments Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing (EMNLP Findings)

Addressing Tokenization Inconsistency in Steganography and Watermarking Based on Large Language Models

Ruiyi Yan, Yugo Murawaki

机构 * Graduate School of Informatics, Kyoto University（京都大学信息学研究科） 纠错

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

Spatio-Temporal Pruning for Compressed Spiking Large Language Models

Yi Jiang, Malyaban Bal, Brian Matejek, Susmit Jha, Adam Cobb, Abhronil Sengupta

机构 * School of Electrical Engineering and Computer Science（电气工程与计算机科学学院） 纠错

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

Improving Quantization with Post-Training Model Expansion

Giuseppe Franco, Pablo Monteagudo-Lago, Ian Colbert, Nicholas Fraser, Michaela Blott

机构 * AMD 纠错

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

Rethinking Testing for LLM Applications: Characteristics, Challenges, and a Lightweight Interaction Protocol

Wei Ma, Yixiao Yang, Qiang Hu, Shi Ying, Zhi Jin, Bo Du, Zhenchang Xing, Tianlin Li, Junjie Shi, Yang Liu, Linxiao Jiang

机构 * Singapore Management University Singapore ； Capital Normal University Beijing China ； Tianjin University Tianjin China ； Wuhan University China ； CSIRO's Data61 \& Australian National University Australia ； Nanyang Technological University Singapore ； Singapore Management University ； Capital Normal University ； Tianjin University ； Wuhan University ； CSIRO's Data61 \& Australian National University ； Nanyang Technological University 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

Inference-Time Alignment Control for Diffusion Models with Reinforcement Learning Guidance

Luozhijie Jin, Zijie Qiu, Jie Liu, Zijie Diao, Lifeng Qiao, Ning Ding, Alex Lamb, Xipeng Qiu

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

Predictable LLM Serving on GPU Clusters

Erfan Darzi, Shreeanant Bharadwaj, Sree Bhargavi Balija

专题命中 效率与部署 ：LLM(title,abstract)

MIDAS: Multimodal Interactive Digital-humAn Synthesis via Real-time Autoregressive Video Generation

Ming Chen, Liyuan Cui, Wenyuan Zhang, Haoxian Zhang, Yan Zhou, Xiaohan Li, Songlin Tang, Jiwen Liu, Borui Liao, Hejia Chen, Xiaoqiang Liu, Pengfei Wan

机构 * Kling Team, Kuaishou Technology（快手科技 Kling 团队） ； Zhejiang University（浙江大学） ； Tsinghua University（清华大学） 纠错

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

Comments Technical Report. Project Page: https://chenmingthu.github.io/milm/

SpecVLM: Enhancing Speculative Decoding of Video LLMs via Verifier-Guided Token Pruning

Yicheng Ji, Jun Zhang, Heming Xia, Jinpeng Chen, Lidan Shou, Gang Chen, Huan Li

机构 * The State Key Laboratory of Blockchain and Data Security（区块链与数据安全国家重点实验室） ； Hangzhou High-Tech Zone (Binjiang) Institute of Blockchain and Data Security（杭州高新技术区（滨江）区块链与数据安全研究院） ； Department of Computing, The Hong Kong Polytechnic University（香港理工大学计算机系） ； School of Computer Science, Beijing University of Posts and Telecommunications（北京邮电大学计算机学院） 纠错

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

Comments Accepted at EMNLP 2025 Main

DART: Distilling Autoregressive Reasoning to Silent Thought

Nan Jiang, Ziming Wu, De-Chuan Zhan, Fuming Lai, Shaobing Lian

机构 * Nanjing University（南京大学） ； Tencent Inc.（腾讯公司） 纠错

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

Towards Better Correctness and Efficiency in Code Generation

Yunlong Feng, Yang Xu, Xiao Xu, Binyuan Hui, Junyang Lin

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

MMG-Vid: Maximizing Marginal Gains at Segment-level and Token-level for Efficient Video LLMs

Junpeng Ma, Qizhe Zhang, Ming Lu, Zhibin Wang, Qiang Zhou, Jun Song, Shanghang Zhang

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

Comments 10 pages, 3 figures

DrivingGaussian++: Towards Realistic Reconstruction and Editable Simulation for Surrounding Dynamic Driving Scenes

Yajiao Xiong, Xiaoyu Zhou, Yongtao Wan, Deqing Sun, Ming-Hsuan Yang

机构 * Wangxuan Institute of Computer Technology, Peking University（北京大学王炫计算机技术研究所） ； Google DeepMind（谷歌DeepMind） ； University of California, Merced（加州大学默塞德分校） 纠错

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

Language-Enhanced Mobile Manipulation for Efficient Object Search in Indoor Environments

Liding Zhang, Zeqi Li, Kuanqi Cai, Qian Huang, Zhenshan Bing, Alois Knoll

机构 * School of Computation, Information and Technology (CIT), Technical University of Munich（计算、信息与技术学院（CIT），慕尼黑技术大学） ； State Key Laboratory for Novel Software Technology and the School of Science and Technology, Nanjing University (Suzhou Campus)（新型软件技术国家重点实验室和南京大学科学技术学院（苏州校区）） 纠错

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

Journal ref 2025 IEEE International Conference on Cyborg and Bionic Systems (CBS)

Adaptive Federated Distillation for Multi-Domain Non-IID Textual Data

Jiahao Xiao, Jiangming Liu

机构 * School of Information Science and Engineering, Yunnan University, China（信息科学与工程学院，云南大学，中国） ； Yunnan Key Laboratory of Intelligent Systems（云南智能系统重点实验室） 纠错

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

Learning Robust Spatial Representations from Binaural Audio through Feature Distillation

Holger Severin Bovbjerg, Jan Østergaard, Jesper Jensen, Shinji Watanabe, Zheng-Hua Tan

机构 * Aalborg University（奥尔堡大学） ； Eriksholm Research Centre（埃里克肖尔研究中心） ； Carnegie Mellon University（卡内基梅隆大学） 纠错

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

Comments To appear in Proc. WASPAA 2025, October 12-15, 2025, Tahoe, US. Copyright (c) 2025 IEEE. 5 pages, 2 figures, 2 tables

Leveraging Generative Models for Real-Time Query-Driven Text Summarization in Large-Scale Web Search

Zeyu Xiong, Yixuan Nan, Li Gao, Hengzhu Tang, Shuaiqiang Wang, Junfeng Wang, Dawei Yin

机构 * Baidu Inc.（百度公司） ； Institute of Information Engineering, Chinese Academy of Sciences（中国科学院信息工程研究所） 纠错

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

Comments CIKM'25