语言大模型 / LLM - arXivDaily 专题

2504.07303 2025-04-11 cs.MA cs.AI 85%

Modeling Response Consistency in Multi-Agent LLM Systems: A Comparative Analysis of Shared and Separate Context Approaches

Tooraj Helmi

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

2504.02509 2025-04-04 cs.AI cs.RO 85%

A Memory-Augmented LLM-Driven Method for Autonomous Merging of 3D Printing Work Orders

Yuhao Liu, Maolin Yang, Pingyu Jiang

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

Comments 6 pages, 5 figures

2503.23306 2025-04-01 cs.CL 85%

Focus Directions Make Your Language Models Pay More Attention to Relevant Contexts

Youxiang Zhu, Ruochen Li, Danqing Wang, Daniel Haehn, Xiaohui Liang

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

2405.02732 2025-03-20 cs.CL cs.IR 85%

Recall Them All: Retrieval-Augmented Language Models for Long Object List Extraction from Long Documents

Sneha Singhania, Simon Razniewski, Gerhard Weikum

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

2503.05394 2025-03-10 cs.SE cs.AI 85%

Static Program Analysis Guided LLM Based Unit Test Generation

Sujoy Roychowdhury, Giriprasad Sridhara, A K Raghavan, Joy Bose, Sourav Mazumdar, Hamender Singh, Srinivasan Bajji Sugumaran, Ricardo Britto

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

2502.18712 2025-02-27 cs.AI cs.SI 85%

TrajLLM: A Modular LLM-Enhanced Agent-Based Framework for Realistic Human Trajectory Simulation

Chenlu Ju, Jiaxin Liu, Shobhit Sinha, Hao Xue, Flora Salim

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

Comments Accepted WWW2025 Demo Paper

2502.07495 2025-02-12 cs.NI cs.LG 85%

LLM-Sketch: Enhancing Network Sketches with LLM

Yuanpeng Li, Zhen Xu, Zongwei Lv, Yannan Hu, Yong Cui, Tong Yang

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

2502.06975 2025-02-12 cs.AI 85%

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents

Mathis Pink, Qinyuan Wu, Vy Ai Vo, Javier Turek, Jianing Mu, Alexander Huth, Mariya Toneva

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

2410.01805 2025-01-31 cs.CL 85%

Locret: Enhancing Eviction in Long-Context LLM Inference with Trained Retaining Heads on Consumer-Grade Devices

Yuxiang Huang, Binhang Yuan, Xu Han, Chaojun Xiao, Zhiyuan Liu

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

Comments Preprints

2501.15021 2025-01-28 cs.CL 85%

AKVQ-VL: Attention-Aware KV Cache Adaptive 2-Bit Quantization for Vision-Language Models

Zunhai Su, Wang Shen, Linge Li, Zhe Chen, Hanyu Wei, Huangqi Yu, Kehong Yuan

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

2407.12117 2025-01-16 cs.LG cs.DC 85%

MEMO: Fine-grained Tensor Management For Ultra-long Context LLM Training

Pinxue Zhao, Hailin Zhang, Fangcheng Fu, Xiaonan Nie, Qibin Liu, Fang Yang, Yuanbo Peng, Dian Jiao, Shuaipeng Li, Jinbao Xue, Yangyu Tao, Bin Cui

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

2404.03565 2025-01-15 cs.CL 85%

Personalized LLM Response Generation with Parameterized Memory Injection

Kai Zhang, Yejin Kim, Xiaozhong Liu

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

2412.15271 2024-12-23 cs.CL cs.IR 85%

A MapReduce Approach to Effectively Utilize Long Context Information in Retrieval Augmented Language Models

Gongbo Zhang, Zihan Xu, Qiao Jin, Fangyi Chen, Yilu Fang, Yi Liu, Justin F. Rousseau, Ziyang Xu, Zhiyong Lu, Chunhua Weng, Yifan Peng

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

2408.13889 2024-12-10 cs.CL 85%

LLM with Relation Classifier for Document-Level Relation Extraction

Xingzuo Li, Kehai Chen, Yunfei Long, Min Zhang

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

2412.04093 2024-12-06 cs.AI 85%

Practical Considerations for Agentic LLM Systems

Chris Sypherd, Vaishak Belle

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

Comments 15 pages, 3 figures, 1 table

2411.15685 2024-11-26 eess.AS cs.AI 85%

State-Space Large Audio Language Models

Saurabhchand Bhati, Yuan Gong, Leonid Karlinsky, Hilde Kuehne, Rogerio Feris, James Glass

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

2411.03252 2024-11-06 cs.AI cs.MA 85%

Spontaneous Emergence of Agent Individuality through Social Interactions in LLM-Based Communities

Ryosuke Takata, Atsushi Masumori, Takashi Ikegami

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

2405.15551 2024-10-23 cs.LG 85%

Thinking Forward: Memory-Efficient Federated Finetuning of Language Models

Kunjal Panchal, Nisarg Parikh, Sunav Choudhary, Lijun Zhang, Yuriy Brun, Hui Guan

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

Comments Accepted to NeurIPS 2024

2410.15396 2024-10-22 cs.CR cs.AI 85%

The Best Defense is a Good Offense: Countering LLM-Powered Cyberattacks

Daniel Ayzenshteyn, Roy Weiss, Yisroel Mirsky

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

2409.14488 2024-09-24 cs.CR cs.AI 85%

Enhancing LLM-based Autonomous Driving Agents to Mitigate Perception Attacks

Ruoyu Song, Muslum Ozgur Ozmen, Hyungsub Kim, Antonio Bianchi, Z. Berkay Celik

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

2409.04992 2024-09-10 cs.AR cs.CL 85%

InstInfer: In-Storage Attention Offloading for Cost-Effective Long-Context LLM Inference

Xiurui Pan, Endian Li, Qiao Li, Shengwen Liang, Yizhou Shan, Ke Zhou, Yingwei Luo, Xiaolin Wang, Jie Zhang

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

2409.03440 2024-09-06 cs.CL 85%

Rx Strategist: Prescription Verification using LLM Agents System

Phuc Phan Van, Dat Nguyen Minh, An Dinh Ngoc, Huy Phan Thanh

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

Comments 17 Pages, 6 Figures, Under Review

2409.01495 2024-09-04 cs.CL 85%

The Compressor-Retriever Architecture for Language Model OS

Yuan Yang, Siheng Xiong, Ehsan Shareghi, Faramarz Fekri

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

2408.15542 2024-08-29 cs.CV cs.AI cs.MM 85%

Kangaroo: A Powerful Video-Language Model Supporting Long-context Video Input

Jiajun Liu, Yibing Wang, Hanghang Ma, Xiaoping Wu, Xiaoqi Ma, Xiaoming Wei, Jianbin Jiao, Enhua Wu, Jie Hu

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

2408.13654 2024-08-27 cs.CL 85%

Symbolic Working Memory Enhances Language Models for Complex Rule Application

Siyuan Wang, Zhongyu Wei, Yejin Choi, Xiang Ren

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

2406.17095 2024-06-26 cs.CL 85%

Attention Instruction: Amplifying Attention in the Middle via Prompting

Meiru Zhang, Zaiqiao Meng, Nigel Collier

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

2405.20189 2024-05-31 cs.RO cs.AI 85%

Nadine: An LLM-driven Intelligent Social Robot with Affective Capabilities and Human-like Memory

Hangyeol Kang, Maher Ben Moussa, Nadia Magnenat-Thalmann

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

2401.08772 2024-04-15 cs.CL 85%

HuixiangDou: Overcoming Group Chat Scenarios with LLM-based Technical Assistance

Huanjun Kong, Songyang Zhang, Jiaying Li, Min Xiao, Jun Xu, Kai Chen

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

Comments 13 pages, 4 figures

2309.11696 2024-04-05 cs.CL 85%

LLM-based Medical Assistant Personalization with Short- and Long-Term Memory Coordination

Kai Zhang, Yangyang Kang, Fubang Zhao, Xiaozhong Liu

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

2403.19347 2024-03-29 cs.IR cs.AI 85%

Breaking the Length Barrier: LLM-Enhanced CTR Prediction in Long Textual User Behaviors

Binzong Geng, Zhaoxin Huan, Xiaolu Zhang, Yong He, Liang Zhang, Fajie Yuan, Jun Zhou, Linjian Mo

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

Comments Accepted by the 47th International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 2024

1. 长上下文与记忆 4760 篇

Modeling Response Consistency in Multi-Agent LLM Systems: A Comparative Analysis of Shared and Separate Context Approaches

A Memory-Augmented LLM-Driven Method for Autonomous Merging of 3D Printing Work Orders

Focus Directions Make Your Language Models Pay More Attention to Relevant Contexts

Recall Them All: Retrieval-Augmented Language Models for Long Object List Extraction from Long Documents

Static Program Analysis Guided LLM Based Unit Test Generation

TrajLLM: A Modular LLM-Enhanced Agent-Based Framework for Realistic Human Trajectory Simulation

LLM-Sketch: Enhancing Network Sketches with LLM

Position: Episodic Memory is the Missing Piece for Long-Term LLM Agents

Locret: Enhancing Eviction in Long-Context LLM Inference with Trained Retaining Heads on Consumer-Grade Devices

AKVQ-VL: Attention-Aware KV Cache Adaptive 2-Bit Quantization for Vision-Language Models

MEMO: Fine-grained Tensor Management For Ultra-long Context LLM Training

Personalized LLM Response Generation with Parameterized Memory Injection

A MapReduce Approach to Effectively Utilize Long Context Information in Retrieval Augmented Language Models

LLM with Relation Classifier for Document-Level Relation Extraction

Practical Considerations for Agentic LLM Systems

State-Space Large Audio Language Models

Spontaneous Emergence of Agent Individuality through Social Interactions in LLM-Based Communities

Thinking Forward: Memory-Efficient Federated Finetuning of Language Models

The Best Defense is a Good Offense: Countering LLM-Powered Cyberattacks

Enhancing LLM-based Autonomous Driving Agents to Mitigate Perception Attacks

InstInfer: In-Storage Attention Offloading for Cost-Effective Long-Context LLM Inference

Rx Strategist: Prescription Verification using LLM Agents System

The Compressor-Retriever Architecture for Language Model OS

Kangaroo: A Powerful Video-Language Model Supporting Long-context Video Input

Symbolic Working Memory Enhances Language Models for Complex Rule Application

Attention Instruction: Amplifying Attention in the Middle via Prompting

Nadine: An LLM-driven Intelligent Social Robot with Affective Capabilities and Human-like Memory

HuixiangDou: Overcoming Group Chat Scenarios with LLM-based Technical Assistance

LLM-based Medical Assistant Personalization with Short- and Long-Term Memory Coordination

Breaking the Length Barrier: LLM-Enhanced CTR Prediction in Long Textual User Behaviors