语言大模型 / LLM - arXivDaily 专题

2505.12065 2025-05-20 cs.AI cs.CL cs.IR cs.LG 90%

Demystifying and Enhancing the Efficiency of Large Language Model Based Search Agents

Tiannuo Yang, Zebin Yao, Bowen Jin, Lixiao Cui, Yusen Li, Gang Wang, Xiaoguang Liu

机构 * Nankai University（南开大学）； University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校）

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

2504.14126 2025-04-22 cs.AI cs.CL cs.LG 90%

Large Language Model Enhanced Particle Swarm Optimization for Hyperparameter Tuning for Deep Learning Models

Saad Hameed, Basheer Qolomany, Samir Brahim Belhaouari, Mohamed Abdallah, Junaid Qadir, Ala Al-Fuqaha

机构 * Division of Information and Computing Technology, College of Science and Engineering, Hamad Bin Khalifa University（哈马德·本·卡西姆大学信息与计算技术学院）； College of Medicine, Howard University（霍华德大学医学院）； Department of Computer Science and Engineering, Qatar University（卡塔尔大学计算机科学与工程系）

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

2504.10536 2025-04-16 cs.LG cs.AI cs.CL 90%

Federated Learning with Layer Skipping: Efficient Training of Large Language Models for Healthcare NLP

Lihong Zhang, Yue Li

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

2504.00882 2025-04-02 cs.DB cs.AI cs.CL cs.IR cs.LG 90%

CrackSQL: A Hybrid SQL Dialect Translation System Powered by Large Language Models

Wei Zhou, Yuyang Gao, Xuanhe Zhou, Guoliang Li

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

Comments Extension of our SIGMOD 2025 paper. Please refer to source code available at: https://github.com/weAIDB/CrackSQL

2412.08099 2025-03-14 cs.LG cs.AI cs.CL cs.CR 90%

Adversarial Vulnerabilities in Large Language Models for Time Series Forecasting

Fuqiang Liu, Sicong Jiang, Luis Miranda-Moreno, Seongjin Choi, Lijun Sun

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

Comments AISTATS 2025

2410.05331 2025-03-12 cs.CR cs.AI cs.CL cs.LG 90%

Taylor Unswift: Secured Weight Release for Large Language Models via Taylor Expansion

Guanchu Wang, Yu-Neng Chuang, Ruixiang Tang, Shaochen Zhong, Jiayi Yuan, Hongye Jin, Zirui Liu, Vipin Chaudhary, Shuai Xu, James Caverlee, Xia Hu

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

2503.05920 2025-03-11 cs.CL cs.AI cs.LG 90%

IDEA Prune: An Integrated Enlarge-and-Prune Pipeline in Generative Language Model Pretraining

Yixiao Li, Xianzhi Du, Ajay Jaiswal, Tao Lei, Tuo Zhao, Chong Wang, Jianyu Wang

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

2308.14352 2025-03-10 cs.LG cs.AI cs.CL 90%

EdgeMoE: Empowering Sparse Large Language Models on Mobile Devices

Rongjie Yi, Liwei Guo, Shiyun Wei, Ao Zhou, Shangguang Wang, Mengwei Xu

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

2407.12296 2025-03-04 q-bio.BM 90%

Discovery of novel antimicrobial peptides with notable antibacterial potency by a LLM-based foundation model

Jike Wang, Jianwen Feng, Yu Kang, Peichen Pan, Jingxuan Ge, Yan Wang, Mingyang Wang, Zhenxing Wu, Xingcai Zhang, Jiameng Yu, Xujun Zhang, Tianyue Wang, Lirong Wen, Guangning Yan, Yafeng Deng, Hui Shi, Chang-Yu Hsieh, Zhihui Jiang, Tingjun Hou

专题命中效率与部署：LLM(title,abstract)；foundation model(title,abstract)；large language model(abstract)；language model(abstract)

Comments 43 pages, 6 figures, 5 tables. Due to the limitation "The abstract field cannot be longer than 1,920 characters", the abstract appearing here is slightly shorter than that in the PDF file

2311.14324 2025-02-25 cs.AI cs.CL cs.LG 90%

Large Language Models as Topological Structure Enhancers for Text-Attributed Graphs

Shengyin Sun, Yuxiang Ren, Jiehao Chen, Chen Ma

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

Comments 10 pages

2410.23918 2025-02-18 cs.CL cs.AI cs.CV cs.LG 90%

BitStack: Any-Size Compression of Large Language Models in Variable Memory Environments

Xinghao Wang, Pengyu Wang, Bo Wang, Dong Zhang, Yunhua Zhou, Xipeng Qiu

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

Comments ICLR 2025

2408.14134 2025-02-18 cs.LG cs.AI cs.CL cs.SI 90%

Exploring the Potential of Large Language Models for Heterophilic Graphs

Yuxia Wu, Shujie Li, Yuan Fang, Chuan Shi

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

Comments Accepted by NAACL 2025

2309.02705 2025-02-06 cs.CL cs.AI cs.CR cs.LG 90%

Certifying LLM Safety against Adversarial Prompting

Aounon Kumar, Chirag Agarwal, Suraj Srinivas, Aaron Jiaxun Li, Soheil Feizi, Himabindu Lakkaraju

专题命中效率与部署：LLM(title,abstract)；prompting(title)；large language model(abstract)；language model(abstract)

Comments Accepted at COLM 2024: https://openreview.net/forum?id=9Ik05cycLq

2411.00154 2025-02-04 cs.CL cs.AI cs.LG 90%

Scaling Up Membership Inference: When and How Attacks Succeed on Large Language Models

Haritz Puerto, Martin Gubri, Sangdoo Yun, Seong Joon Oh

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

Comments Findings of NAACL 2025. Our code is available at https://github.com/parameterlab/mia-scaling

2402.14875 2025-01-27 cs.CL cs.AI cs.CY cs.LG 90%

What's in a Name? Auditing Large Language Models for Race and Gender Bias

Alejandro Salinas, Amit Haim, Julian Nyarko

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

Comments 62 pages, 34 tables, 16 figures

2501.13831 2025-01-24 cs.CL cs.AI cs.LG 90%

Predicting Compact Phrasal Rewrites with Large Language Models for ASR Post Editing

Hao Zhang, Felix Stahlberg, Shankar Kumar

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

Comments accepted by ICASSP 2025

2501.02438 2025-01-07 cs.LG cs.AI cs.CL cs.DC 90%

Efficient Deployment of Large Language Models on Resource-constrained Devices

Zhiwei Yao, Yang Xu, Hongli Xu, Yunming Liao, Zuan Xie

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

2501.02342 2025-01-07 cs.LG cs.AI cs.CL cs.CV cs.HC 90%

Optimizing Small Language Models for In-Vehicle Function-Calling

Yahya Sowti Khiabani, Farris Atif, Chieh Hsu, Sven Stahlmann, Tobias Michels, Sebastian Kramer, Benedikt Heidrich, M. Saquib Sarfraz, Julian Merten, Faezeh Tafazzoli

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

2501.02018 2025-01-07 cs.CL cs.AI cs.CR cs.LG 90%

Safeguarding Large Language Models in Real-time with Tunable Safety-Performance Trade-offs

Joao Fonseca, Andrew Bell, Julia Stoyanovich

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

2405.19026 2024-12-23 cs.LG cs.AI cs.CL cs.CR 90%

DiveR-CT: Diversity-enhanced Red Teaming Large Language Model Assistants with Relaxing Constraints

Andrew Zhao, Quentin Xu, Matthieu Lin, Shenzhi Wang, Yong-jin Liu, Zilong Zheng, Gao Huang

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

Comments Accepted by the 39th Annual AAAI Conference on Artificial Intelligence (AAAI-25)

2412.15127 2024-12-20 cs.CL cs.AI cs.LG 90%

Adaptive Pruning for Large Language Models with Structural Importance Awareness

Haotian Zheng, Jinke Ren, Yushan Sun, Ruichen Zhang, Wenbo Zhang, Zhen Li, Dusit Niyato, Shuguang Cui, Yatong Han

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

Comments 12 pages, 6 figures, 12 tables

2404.08707 2024-12-17 cs.LG cs.AI cs.CL 90%

CEM: A Data-Efficient Method for Large Language Models to Continue Evolving From Mistakes

Haokun Zhao, Haixia Han, Jie Shi, Chengyu Du, Jiaqing Liang, Yanghua Xiao

专题命中效率与部署：large language model(title,abstract)；language model(title,abstract)；instruction tuning(abstract)；分类 cs.CL、cs.AI、cs.LG

2412.06849 2024-12-11 cs.LG cs.AI cs.CL 90%

GL-Fusion: Rethinking the Combination of Graph Neural Network and Large Language model

Haotong Yang, Xiyuan Wang, Qian Tao, Shuxian Hu, Zhouchen Lin, Muhan Zhang

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

Comments under review

2403.15112 2024-12-06 cs.CL cs.AI cs.LG 90%

Text Clustering with Large Language Model Embeddings

Alina Petukhova, João P. Matos-Carvalho, Nuno Fachada

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

Comments The peer-reviewed version of this paper is published in the International Journal of Cognitive Computing in Engineering at https://doi.org/10.1016/j.ijcce.2024.11.004. This version is typeset by the authors and differs only in pagination and typographical detail

Journal ref International Journal of Cognitive Computing in Engineering, 6, pp. 100-108, 2025

2403.02253 2024-11-18 cs.CR cs.AI cs.CL cs.LG 90%

KnowPhish: Large Language Models Meet Multimodal Knowledge Graphs for Enhancing Reference-Based Phishing Detection

Yuexin Li, Chengyu Huang, Shumin Deng, Mei Lin Lock, Tri Cao, Nay Oo, Hoon Wei Lim, Bryan Hooi

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

Comments Accepted by USENIX Security 2024

Journal ref 33rd USENIX Security Symposium (USENIX Security 2024), 793--810

2411.06084 2024-11-12 cs.LG cs.AI cs.CL 90%

Optimizing Large Language Models through Quantization: A Comparative Analysis of PTQ and QAT Techniques

Jahid Hasan

专题命中效率与部署：large language model(title,abstract)；language model(title,abstract)；post-training(abstract)；分类 cs.CL、cs.AI、cs.LG

Comments 9 pages, 2 figures

2411.05046 2024-11-11 cs.CL cs.AI cs.LG 90%

PhoneLM:an Efficient and Capable Small Language Model Family through Principled Pre-training

Rongjie Yi, Xiang Li, Weikai Xie, Zhenyan Lu, Chenghua Wang, Ao Zhou, Shangguang Wang, Xiwen Zhang, Mengwei Xu

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

2406.07933 2024-11-01 cs.CL cs.AI cs.LG 90%

Large Language Model Unlearning via Embedding-Corrupted Prompts

Chris Yuhao Liu, Yaxuan Wang, Jeffrey Flanigan, Yang Liu

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

Comments NeurIPS 2024 Poster

2404.11216 2024-10-23 cs.CL cs.AI cs.LG 90%

Position Engineering: Boosting Large Language Models through Positional Information Manipulation

Zhiyuan He, Huiqiang Jiang, Zilong Wang, Yuqing Yang, Luna Qiu, Lili Qiu

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

2410.14578 2024-10-21 cs.CL cs.AI cs.LG 90%

Large Language Models Are Overparameterized Text Encoders

Thennal D K, Tim Fischer, Chris Biemann

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

Comments 8 pages of content + 1 for limitations and ethical considerations, 14 pages in total including references and appendix, 5+1 figures

1. 效率与部署 22313 篇

Demystifying and Enhancing the Efficiency of Large Language Model Based Search Agents

Large Language Model Enhanced Particle Swarm Optimization for Hyperparameter Tuning for Deep Learning Models

Federated Learning with Layer Skipping: Efficient Training of Large Language Models for Healthcare NLP

CrackSQL: A Hybrid SQL Dialect Translation System Powered by Large Language Models

Adversarial Vulnerabilities in Large Language Models for Time Series Forecasting

Taylor Unswift: Secured Weight Release for Large Language Models via Taylor Expansion

IDEA Prune: An Integrated Enlarge-and-Prune Pipeline in Generative Language Model Pretraining

EdgeMoE: Empowering Sparse Large Language Models on Mobile Devices

Discovery of novel antimicrobial peptides with notable antibacterial potency by a LLM-based foundation model

Large Language Models as Topological Structure Enhancers for Text-Attributed Graphs

BitStack: Any-Size Compression of Large Language Models in Variable Memory Environments

Exploring the Potential of Large Language Models for Heterophilic Graphs

Certifying LLM Safety against Adversarial Prompting

Scaling Up Membership Inference: When and How Attacks Succeed on Large Language Models

What's in a Name? Auditing Large Language Models for Race and Gender Bias

Predicting Compact Phrasal Rewrites with Large Language Models for ASR Post Editing

Efficient Deployment of Large Language Models on Resource-constrained Devices

Optimizing Small Language Models for In-Vehicle Function-Calling

Safeguarding Large Language Models in Real-time with Tunable Safety-Performance Trade-offs

DiveR-CT: Diversity-enhanced Red Teaming Large Language Model Assistants with Relaxing Constraints

Adaptive Pruning for Large Language Models with Structural Importance Awareness

CEM: A Data-Efficient Method for Large Language Models to Continue Evolving From Mistakes

GL-Fusion: Rethinking the Combination of Graph Neural Network and Large Language model

Text Clustering with Large Language Model Embeddings

KnowPhish: Large Language Models Meet Multimodal Knowledge Graphs for Enhancing Reference-Based Phishing Detection

Optimizing Large Language Models through Quantization: A Comparative Analysis of PTQ and QAT Techniques

PhoneLM:an Efficient and Capable Small Language Model Family through Principled Pre-training

Large Language Model Unlearning via Embedding-Corrupted Prompts

Position Engineering: Boosting Large Language Models through Positional Information Manipulation

Large Language Models Are Overparameterized Text Encoders