语言大模型 / LLM - arXivDaily 专题

2412.09919 2025-08-12 cs.CV cs.AI 88%

B-VLLM: A Vision Large Language Model with Balanced Spatio-Temporal Tokens

Zhuqiang Lu, Zhenfei Yin, Mengwei He, Zhihui Wang, Zicheng Liu, Zhiyong Wang, Kun Hu

机构 * School of Computer Science, The University of Sydney（悉尼大学计算机科学学院）； Department of Engineering Science, University of Oxford（牛津大学工程科学系）； International School of Information Science and Engineering, Dalian University of Technology（大连理工大学信息科学与工程国际学院）； Advanced Micro Devices（先进微器件公司）； School of Science, Edith Cowan University（埃迪斯科文大学科学学院）

专题命中长上下文与记忆：large language model(title,abstract)；language model(title,abstract)；分类 cs.AI

Comments Accepted by ICCV2025 (Poster)

2503.04392 2025-07-09 cs.AI 88%

AgentSafe: Safeguarding Large Language Model-based Multi-agent Systems via Hierarchical Data Management

Junyuan Mao, Fanci Meng, Yifan Duan, Miao Yu, Xiaojun Jia, Junfeng Fang, Yuxuan Liang, Kun Wang, Qingsong Wen

机构 * University of Science and Technology of China（中国科学技术大学）； Nanyang Technological University（南洋理工大学）； The Hong Kong University of Science and Technology (Guangzhou)（香港科技大学（广州））； Squirrel Ai Learning

专题命中长上下文与记忆：large language model(title,abstract)；language model(title,abstract)；分类 cs.AI

2412.08049 2025-07-08 cs.CL 88%

EmoVerse: Exploring Multimodal Large Language Models for Sentiment and Emotion Understanding

Ao Li, Longwei Xu, Chen Ling, Jinghui Zhang, Pengwei Wang

机构 * Shandong University（山东大学）； Xi’an Jiaotong University（西安交通大学）

专题命中长上下文与记忆：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL

2507.03477 2025-07-08 cs.AI 88%

REAL: Benchmarking Abilities of Large Language Models for Housing Transactions and Services

Kexin Zhu, Yang Han

专题命中长上下文与记忆：large language model(title,abstract)；language model(title,abstract)；分类 cs.AI

2506.18036 2025-06-24 cs.CL 88%

Markov-Enhanced Clustering for Long Document Summarization: Tackling the 'Lost in the Middle' Challenge with Large Language Models

Aziz Amari, Mohamed Achref Ben Ammar

机构 * National Institute of Applied Science and Technology (INSAT), University of Carthage, Tunis, Tunisia（应用科学与技术国家研究所（INSAT），卡塔赫纳大学，突尼斯）

专题命中长上下文与记忆：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL

Journal ref AIAI 2025, IFIP AICT, vol. 757, Springer, 2025, pp. 182-195

2506.00773 2025-06-04 cs.CL 88%

Dynamic Chunking and Selection for Reading Comprehension of Ultra-Long Context in Large Language Models

Boheng Sheng, Jiacheng Yao, Meicong Zhang, Guoxiu He

机构 * East China Normal University（华东师范大学）

专题命中长上下文与记忆：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL

Comments Accepted by ACL 2025 Main Conference

2503.06594 2025-06-03 cs.CL 88%

Beyond Decoder-only: Large Language Models Can be Good Encoders for Machine Translation

Yingfeng Luo, Tong Zheng, Yongyu Mu, Bei Li, Qinghong Zhang, Yongqi Gao, Ziqiang Xu, Peinan Feng, Xiaoqian Liu, Tong Xiao, Jingbo Zhu

机构 * NLP Lab, Northeastern University, Shenyang, China（东北大学自然语言处理实验室）； NiuTrans Research, Shenyang, China（NiuTrans研究院）

专题命中长上下文与记忆：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL

Comments Accepted to ACL Findings 2025. Please cite the ACL version. Code and data are available at: https://github.com/NiuTrans/LaMaTE

2505.22921 2025-05-30 cs.CL 88%

Structured Memory Mechanisms for Stable Context Representation in Large Language Models

Yue Xing, Tao Yang, Yijiashun Qi, Minggu Wei, Yu Cheng, Honghui Xin

专题命中长上下文与记忆：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL

2504.13515 2025-04-21 cs.SE cs.AI 88%

Large Language Models for Validating Network Protocol Parsers

Mingwei Zheng, Danning Xie, Xiangyu Zhang

专题命中长上下文与记忆：large language model(title,abstract)；language model(title,abstract)；分类 cs.AI

2503.19050 2025-03-26 cs.DC cs.AI 88%

Mist: Efficient Distributed Training of Large Language Models via Memory-Parallelism Co-Optimization

Zhanda Zhu, Christina Giannoula, Muralidhar Andoorveedu, Qidong Su, Karttikeya Mangalam, Bojian Zheng, Gennady Pekhimenko

专题命中长上下文与记忆：large language model(title,abstract)；language model(title,abstract)；分类 cs.AI

Comments Accepted by EuroSys 2025

2503.01330 2025-03-04 cs.CL 88%

WeightedKV: Attention Scores Weighted Key-Value Cache Merging for Large Language Models

Jian Yuan, Ziwei He, Haoli Bai, Jingwen Leng, Bo Jiang

专题命中长上下文与记忆：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL

Comments Accepted by ICASSP 2025

2502.07222 2025-02-12 cs.LG 88%

A Memory Efficient Randomized Subspace Optimization Method for Training Large Language Models

Yiming Chen, Yuan Zhang, Yin Liu, Kun Yuan, Zaiwen Wen

专题命中长上下文与记忆：large language model(title,abstract)；language model(title,abstract)；分类 cs.LG

2501.15269 2025-01-28 cs.LG cs.CR cs.CV 88%

Mirage in the Eyes: Hallucination Attack on Multi-modal Large Language Models with Only Attention Sink

Yining Wang, Mi Zhang, Junjie Sun, Chenyue Wang, Min Yang, Hui Xue, Jialing Tao, Ranjie Duan, Jiexi Liu

专题命中长上下文与记忆：large language model(title,abstract)；language model(title,abstract)；分类 cs.LG

Comments USENIX Security 2025

2412.20230 2024-12-31 cs.RO cs.AI 88%

Leveraging Large Language Models for Enhancing Autonomous Vehicle Perception

Athanasios Karagounis

专题命中长上下文与记忆：large language model(title,abstract)；language model(title,abstract)；分类 cs.AI

Comments 4 pages

2403.11802 2024-12-25 cs.CL 88%

Counting-Stars: A Multi-evidence, Position-aware, and Scalable Benchmark for Evaluating Long-Context Large Language Models

Mingyang Song, Mao Zheng, Xuan Luo

专题命中长上下文与记忆：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL

Comments Accepted by COLING 2025

2412.14574 2024-12-20 cs.IR cs.CL 88%

Sliding Windows Are Not the End: Exploring Full Ranking with Long-Context Large Language Models

Wenhan Liu, Xinyu Ma, Yutao Zhu, Ziliang Zhao, Shuaiqiang Wang, Dawei Yin, Zhicheng Dou

专题命中长上下文与记忆：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL

Comments 14 pages

2406.10264 2024-12-04 cs.RO cs.CL 88%

Large Language Model-empowered multimodal strain sensory system for shape recognition, monitoring, and human interaction of tensegrity

Zebing Mao, Ryota Kobayashi, Hiroyuki Nabae, Koichi Suzumori

专题命中长上下文与记忆：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL

2411.18280 2024-11-28 cs.CL 88%

Neutralizing Backdoors through Information Conflicts for Large Language Models

Chen Chen, Yuchen Sun, Xueluan Gong, Jiaxin Gao, Kwok-Yan Lam

专题命中长上下文与记忆：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL

2411.15785 2024-11-28 cs.CL 88%

A Method for Building Large Language Models with Predefined KV Cache Capacity

Zhonghua Yi, Ge Niu, Lei Wang, Wei Tang, Liqiu Zhang

专题命中长上下文与记忆：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL

2409.19315 2024-11-26 cs.NE cs.AI cs.AR cs.ET 88%

Analog In-Memory Computing Attention Mechanism for Fast and Energy-Efficient Large Language Models

Nathan Leroux, Paul-Philipp Manea, Chirag Sudarshan, Jan Finkbeiner, Sebastian Siegel, John Paul Strachan, Emre Neftci

专题命中长上下文与记忆：large language model(title,abstract)；language model(title,abstract)；分类 cs.AI

Comments 25 pages, 6 figures, 1 table

2411.11424 2024-11-19 cs.CL 88%

Membership Inference Attack against Long-Context Large Language Models

Zixiong Wang, Gaoyang Liu, Yang Yang, Chen Wang

专题命中长上下文与记忆：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL

2310.12821 2024-11-05 cs.CL cs.HC 88%

GestureGPT: Toward Zero-Shot Free-Form Hand Gesture Understanding with Large Language Model Agents

Xin Zeng, Xiaoyu Wang, Tengxiang Zhang, Chun Yu, Shengdong Zhao, Yiqiang Chen

专题命中长上下文与记忆：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL

Comments This paper has been accepted to the ISS 2024 track of the Proceedings of the ACM on Human-Computer Interaction

Journal ref Proc. ACM Hum.-Comput. Interact., Vol. 8, No. ISS, Article 545, 2024, 38 pages

2402.05827 2024-10-28 cs.CL 88%

On the Robustness of Editing Large Language Models

Xinbei Ma, Tianjie Ju, Jiyang Qiu, Zhuosheng Zhang, Hai Zhao, Lifeng Liu, Yulong Wang

专题命中长上下文与记忆：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL

Comments EMNLP2024. Code is publicly available at https://github.com/xbmxb/edit_analysis

2410.03170 2024-10-07 cs.CL 88%

Autoregressive Large Language Models are Computationally Universal

Dale Schuurmans, Hanjun Dai, Francesco Zanini

专题命中长上下文与记忆：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL

Comments 32 pages

2409.02522 2024-09-24 cs.AI cs.RO 88%

Cog-GA: A Large Language Models-based Generative Agent for Vision-Language Navigation in Continuous Environments

Zhiyuan Li, Yanfeng Lu, Yao Mu, Hong Qiao

专题命中长上下文与记忆：large language model(title,abstract)；language model(title,abstract)；分类 cs.AI

2408.14045 2024-08-27 cs.CR cs.AI 88%

Beyond Detection: Leveraging Large Language Models for Cyber Attack Prediction in IoT Networks

Alaeddine Diaf, Abdelaziz Amara Korba, Nour Elislem Karabadji, Yacine Ghamri-Doudane

专题命中长上下文与记忆：large language model(title,abstract)；language model(title,abstract)；分类 cs.AI

2312.09542 2024-06-27 cs.CL 88%

Marathon: A Race Through the Realm of Long Context with Large Language Models

Lei Zhang, Yunshui Li, Ziqiang Liu, Jiaxi yang, Junhao Liu, Longze Chen, Run Luo, Min Yang

专题命中长上下文与记忆：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL

2406.02818 2024-06-06 cs.CL 88%

Chain of Agents: Large Language Models Collaborating on Long-Context Tasks

Yusen Zhang, Ruoxi Sun, Yanfei Chen, Tomas Pfister, Rui Zhang, Sercan Ö. Arik

专题命中长上下文与记忆：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL

Comments 19 pages, 6 figures

2406.02472 2024-06-05 cs.CL 88%

Analyzing Temporal Complex Events with Large Language Models? A Benchmark towards Temporal, Long Context Understanding

Zhihan Zhang, Yixin Cao, Chenchen Ye, Yunshan Ma, Lizi Liao, Tat-Seng Chua

专题命中长上下文与记忆：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL

Comments Accepted to ACL 2024

2402.04624 2024-05-28 cs.CL 88%

MEMORYLLM: Towards Self-Updatable Large Language Models

Yu Wang, Yifan Gao, Xiusi Chen, Haoming Jiang, Shiyang Li, Jingfeng Yang, Qingyu Yin, Zheng Li, Xian Li, Bing Yin, Jingbo Shang, Julian McAuley

专题命中长上下文与记忆：large language model(title,abstract)；language model(title,abstract)；分类 cs.CL

Comments 13 pages, 9 figures

1. 长上下文与记忆 4797 篇

B-VLLM: A Vision Large Language Model with Balanced Spatio-Temporal Tokens

AgentSafe: Safeguarding Large Language Model-based Multi-agent Systems via Hierarchical Data Management

EmoVerse: Exploring Multimodal Large Language Models for Sentiment and Emotion Understanding

REAL: Benchmarking Abilities of Large Language Models for Housing Transactions and Services

Markov-Enhanced Clustering for Long Document Summarization: Tackling the 'Lost in the Middle' Challenge with Large Language Models

Dynamic Chunking and Selection for Reading Comprehension of Ultra-Long Context in Large Language Models

Beyond Decoder-only: Large Language Models Can be Good Encoders for Machine Translation

Structured Memory Mechanisms for Stable Context Representation in Large Language Models

Large Language Models for Validating Network Protocol Parsers

Mist: Efficient Distributed Training of Large Language Models via Memory-Parallelism Co-Optimization

WeightedKV: Attention Scores Weighted Key-Value Cache Merging for Large Language Models

A Memory Efficient Randomized Subspace Optimization Method for Training Large Language Models

Mirage in the Eyes: Hallucination Attack on Multi-modal Large Language Models with Only Attention Sink

Leveraging Large Language Models for Enhancing Autonomous Vehicle Perception

Counting-Stars: A Multi-evidence, Position-aware, and Scalable Benchmark for Evaluating Long-Context Large Language Models

Sliding Windows Are Not the End: Exploring Full Ranking with Long-Context Large Language Models

Large Language Model-empowered multimodal strain sensory system for shape recognition, monitoring, and human interaction of tensegrity

Neutralizing Backdoors through Information Conflicts for Large Language Models

A Method for Building Large Language Models with Predefined KV Cache Capacity

Analog In-Memory Computing Attention Mechanism for Fast and Energy-Efficient Large Language Models

Membership Inference Attack against Long-Context Large Language Models

GestureGPT: Toward Zero-Shot Free-Form Hand Gesture Understanding with Large Language Model Agents

On the Robustness of Editing Large Language Models

Autoregressive Large Language Models are Computationally Universal

Cog-GA: A Large Language Models-based Generative Agent for Vision-Language Navigation in Continuous Environments

Beyond Detection: Leveraging Large Language Models for Cyber Attack Prediction in IoT Networks

Marathon: A Race Through the Realm of Long Context with Large Language Models

Chain of Agents: Large Language Models Collaborating on Long-Context Tasks

Analyzing Temporal Complex Events with Large Language Models? A Benchmark towards Temporal, Long Context Understanding

MEMORYLLM: Towards Self-Updatable Large Language Models