语言大模型 / LLM

Semantic-aware Graph-guided Behavior Sequences Generation with Large Language Models for Smart Homes

Zhiyao Xu, Dan Zhao, Qingsong Zou, Qing Li, Yong Jiang, Yuhang Wang, Jingyu Xiao

机构 * Tsinghua Shenzhen International Graduate School（清华大学深圳国际研究生院） ； Peng Cheng Laboratory（鹏城实验室） ； Southwest University（西南大学） ； The Chinese University of Hong Kong（香港中文大学） 纠错

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

Large Language Models Powered Multiagent Ensemble for Mitigating Hallucination and Efficient Atrial Fibrillation Annotation of ECG Reports

Jingwei Huang, Kuroush Nezafati, Ismael Villanueva-Miranda, Zifan Gu, Yueshuang Xu, Ann Marie Navar, Tingyi Wanyan, Qin Zhou, Bo Yao, Ruichen Rong, Xiaowei Zhan, Guanghua Xiao, Eric D. Peterson, Donghan M. Yang, Wenqi Shi, Yang Xie

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

Comments 36 pages, 12 figures and 1 table

De-mark: Watermark Removal in Large Language Models

Ruibo Chen, Yihan Wu, Junfeng Guo, Heng Huang

机构 * University of Maryland, College Park（马里兰大学 College Park 分校） 纠错

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

Comments ICML 2025

Reimagining Urban Science: Scaling Causal Inference with Large Language Models

Yutong Xia, Ao Qu, Yunhan Zheng, Yihong Tang, Dingyi Zhuang, Yuxuan Liang, Shenhao Wang, Cathy Wu, Lijun Sun, Roger Zimmermann, Jinhua Zhao

机构 * MIT（麻省理工学院） ； NUS（国立大学新加坡） ； McGill（麦吉尔大学） ； HKUST（香港科技大学） ； UFL（佛罗里达大学） 纠错

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

Retrofitting Large Language Models with Dynamic Tokenization

Darius Feher, Ivan Vulić, Benjamin Minixhofer

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

AI Accelerators for Large Language Model Inference: Architecture Analysis and Scaling Strategies

Amit Sharma

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

RoCoFT: Efficient Finetuning of Large Language Models with Row-Column Updates

Md Kowsher, Tara Esmaeilbeig, Chun-Nam Yu, Chen Chen, Mojtaba Soltanalian, Niloofar Yousefi

机构 * Nokia Bell Labs（诺基亚贝尔实验室） ； University of Central Florida（中央佛罗里达大学） ； University of Illinois Chicago（伊利诺伊大学芝加哥分校） 纠错

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

Comments RoCoFT is a parameter-efficient method

CoderAgent: Simulating Student Behavior for Personalized Programming Learning with Large Language Models

Yi Zhan, Qi Liu, Weibo Gao, Zheng Zhang, Tianfu Wang, Shuanghong Shen, Junyu Lu, Zhenya Huang

机构 * State Key Laboratory of Cognitive Intelligence, University of Science and Technology of China（认知智能国家重点实验室，中国科学技术大学） ； Institute of Artificial Intelligence, Hefei Comprehensive National Science Center（人工智能研究院，合肥综合性国家科学中心） 纠错

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

Comments Accepted by IJCAI2025

Does Knowledge Distillation Matter for Large Language Model based Bundle Generation?

Kaidong Feng, Zhu Sun, Jie Yang, Hui Fang, Xinghua Qu, Wenyuan Liu

机构 * Yanshan University（燕山大学） ； Singapore University of Technology and Design（新加坡科技设计大学） ； Delft University of Technology（代尔夫特理工大学） ； Shanghai University of Finance and Economics（上海财经大学） 纠错

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

EAGLE-3: Scaling up Inference Acceleration of Large Language Models via Training-Time Test

Yuhui Li, Fangyun Wei, Chao Zhang, Hongyang Zhang

机构 * Peking University（北京大学） ； Microsoft Research（微软研究院） ； University of Waterloo（滑铁卢大学） ； Vector Institute（向量研究所） 纠错

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

AIBrix: Towards Scalable, Cost-Effective Large Language Model Inference Infrastructure

The AIBrix Team, Jiaxin Shan, Varun Gupta, Le Xu, Haiyang Shi, Jingyuan Zhang, Ning Wang, Linhui Xu, Rong Kang, Tongping Liu, Yifei Zhang, Yiqing Zhu, Shuowei Jin, Gangmuk Lim, Binbin Chen, Zuzhi Chen, Xiao Liu, Xin Chen, Kante Yin, Chak-Pong Chung, Chenyu Jiang, Yicheng Lu, Jianjun Chen, Caixue Lin, Wu Xiang, Rui Shi, Liguang Xie

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

AutoRad-Lung: A Radiomic-Guided Prompting Autoregressive Vision-Language Model for Lung Nodule Malignancy Prediction

Sadaf Khademi, Mehran Shabanpour, Reza Taleei, Anastasia Oikonomou, Arash Mohammadi

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

Lexical Manifold Reconfiguration in Large Language Models: A Novel Architectural Approach for Contextual Modulation

Koinis Vassilis, Godfrey Milbourne, Harriet Featherstone, Xanthe Peverell, Yorick Bletchley, Zachary Montford

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

Comments arXiv admin note: This paper has been withdrawn by arXiv due to disputed and unverifiable authorship

Hierarchical Contextual Manifold Alignment for Structuring Latent Representations in Large Language Models

Meiquan Dong, Haoran Liu, Yan Huang, Zixuan Feng, Jianhong Tang, Ruoxi Wang

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

Comments arXiv admin note: This paper has been withdrawn by arXiv due to disputed and unverifiable authorship

Structural Latency Perturbation in Large Language Models Through Recursive State Induction

Michael Mangrum, Jonathan Pemberton, Benedict Wetherby, Philip Montague

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

Comments arXiv admin note: This paper has been withdrawn by arXiv due to disputed and unverifiable authorship

Intrinsic Tensor Field Propagation in Large Language Models: A Novel Approach to Contextual Information Flow

Alfred Bexley, Lukas Radcliffe, Giles Weatherstone, Joseph Sakau

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

Comments arXiv admin note: This paper has been withdrawn by arXiv due to disputed and unverifiable authorship

Thrust: Adaptively Propels Large Language Models with External Knowledge

Xinran Zhao, Hongming Zhang, Xiaoman Pan, Wenlin Yao, Dong Yu, Jianshu Chen

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

Comments 13 pages, 6 figures

AI-VERDE: A Gateway for Egalitarian Access to Large Language Model-Based Resources For Educational Institutions

Paul Mithun, Enrique Noriega-Atala, Nirav Merchant, Edwin Skidmore

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

Comments 7 Pages, includes appendix. Submitted to NAACL System demonstrations track 2025

SecPE: Secure Prompt Ensembling for Private and Robust Large Language Models

Jiawen Zhang, Kejia Chen, Zunlei Feng, Jian Lou, Mingli Song, Jian Liu, Xiaohu Yang

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

How Large Language Models (LLMs) Extrapolate: From Guided Missiles to Guided Prompts

Xuenan Cao

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

Towards Sustainable Large Language Model Serving

Sophia Nguyen, Beihao Zhou, Yi Ding, Sihang Liu

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

Large Language Models Are Read/Write Policy-Makers for Simultaneous Generation

Shoutao Guo, Shaolei Zhang, Zhengrui Ma, Yang Feng

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

Comments Accepted at AAAI 2025. 13 pages, 7 tables, 10 figures

Lost in Inference: Rediscovering the Role of Natural Language Inference for Large Language Models

Lovish Madaan, David Esiobu, Pontus Stenetorp, Barbara Plank, Dieuwke Hupkes

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

Comments preprint, 13 pages

Hypothesis-only Biases in Large Language Model-Elicited Natural Language Inference

Grace Proebsting, Adam Poliak

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

Towards Effective and Efficient Continual Pre-training of Large Language Models

Jie Chen, Zhipeng Chen, Jiapeng Wang, Kun Zhou, Yutao Zhu, Jinhao Jiang, Yingqian Min, Wayne Xin Zhao, Zhicheng Dou, Jiaxin Mao, Yankai Lin, Ruihua Song, Jun Xu, Xu Chen, Rui Yan, Zhewei Wei, Di Hu, Wenbing Huang, Ji-Rong Wen

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

Comments 16 pages, 10 figures, 16 tables

D2LLM: Decomposed and Distilled Large Language Models for Semantic Search

Zihan Liao, Hang Yu, Jianguo Li, Jun Wang, Wei Zhang

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

DIEKAE: Difference Injection for Efficient Knowledge Augmentation and Editing of Large Language Models

Alessio Galatolo, Meriem Beloucif, Katie Winkle

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

Comments WIP

Small-E: Small Language Model with Linear Attention for Efficient Speech Synthesis

Théodor Lemerle, Nicolas Obin, Axel Roebel

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

Comments Interspeech

ReactGenie: A Development Framework for Complex Multimodal Interactions Using Large Language Models

Jackie Junrui Yang, Yingtian Shi, Yuhan Zhang, Karina Li, Daniel Wan Rosli, Anisha Jain, Shuning Zhang, Tianshi Li, James A. Landay, Monica S. Lam

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

Large Language Models Are Better Adversaries: Exploring Generative Clean-Label Backdoor Attacks Against Text Classifiers

Wencong You, Zayd Hammoudeh, Daniel Lowd

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

Comments Accepted at EMNLP 2023 Findings