语言大模型 / LLM - arXivDaily 专题

2406.07381 2024-06-12 cs.AI cs.LG 88%

World Models with Hints of Large Language Models for Goal Achieving

Zeyuan Liu, Ziyu Huan, Xiyao Wang, Jiafei Lyu, Jian Tao, Xiu Li, Furong Huang, Huazhe Xu

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

2402.16775 2024-06-07 cs.CL cs.AI 88%

A Comprehensive Evaluation of Quantization Strategies for Large Language Models

Renren Jin, Jiangcun Du, Wuwei Huang, Wei Liu, Jian Luan, Bin Wang, Deyi Xiong

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

Comments ACL 2024 Findings

2405.21018 2024-06-06 cs.LG cs.CL cs.CR 88%

Improved Techniques for Optimization-Based Jailbreaking on Large Language Models

Xiaojun Jia, Tianyu Pang, Chao Du, Yihao Huang, Jindong Gu, Yang Liu, Xiaochun Cao, Min Lin

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

2406.02959 2024-06-06 cs.CL cs.LG 88%

Adversarial Moment-Matching Distillation of Large Language Models

Chen Jia

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

2405.17337 2024-05-28 cs.CL cs.AI 88%

Cost-efficient Knowledge-based Question Answering with Large Language Models

Junnan Dong, Qinggang Zhang, Chuang Zhou, Hao Chen, Daochen Zha, Xiao Huang

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

2405.13019 2024-05-27 cs.CL cs.AI 88%

A Comprehensive Survey of Accelerated Generation Techniques in Large Language Models

Mahsa Khoshnoodi, Vinija Jain, Mingye Gao, Malavika Srikanth, Aman Chadha

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

2312.03863 2024-05-24 cs.CL cs.AI 88%

Efficient Large Language Models: A Survey

Zhongwei Wan, Xin Wang, Che Liu, Samiul Alam, Yu Zheng, Jiachen Liu, Zhongnan Qu, Shen Yan, Yi Zhu, Quanlu Zhang, Mosharaf Chowdhury, Mi Zhang

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

Comments Camera ready version of Transactions on Machine Learning Research (TMLR)

2405.13030 2024-05-24 cs.CL cs.AI 88%

Crowdsourcing with Enhanced Data Quality Assurance: An Efficient Approach to Mitigate Resource Scarcity Challenges in Training Large Language Models for Healthcare

P. Barai, G. Leroy, P. Bisht, J. M. Rothman, S. Lee, J. Andrews, S. A. Rice, A. Ahmed

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

Comments Published in AMIA Summit, Boston, 2024. https://knowledge.amia.org/Info2024/pdf/Info2024a022/Info2024fl021

2405.10999 2024-05-21 cs.LG cs.CL cs.NE 88%

Large Language Models for Tuning Evolution Strategies

Oliver Kramer

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

2405.02213 2024-05-16 cs.SE cs.AI cs.LG 88%

Automatic Programming: Large Language Models and Beyond

Michael R. Lyu, Baishakhi Ray, Abhik Roychoudhury, Shin Hwei Tan, Patanamon Thongtanunam

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

2405.03131 2024-05-07 cs.IT cs.AI cs.LG math.IT 88%

WDMoE: Wireless Distributed Large Language Models with Mixture of Experts

Nan Xue, Yaping Sun, Zhiyong Chen, Meixia Tao, Xiaodong Xu, Liang Qian, Shuguang Cui, Ping Zhang

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

Comments submitted to IEEE conference

2301.10226 2024-05-03 cs.LG cs.CL cs.CR 88%

A Watermark for Large Language Models

John Kirchenbauer, Jonas Geiping, Yuxin Wen, Jonathan Katz, Ian Miers, Tom Goldstein

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

Comments 13 pages in the main body. Published at ICML 2023. Code is available at github.com/jwkirchenbauer/lm-watermarking

2404.10209 2024-04-26 cs.AI cs.LG 88%

Demonstration of DB-GPT: Next Generation Data Interaction System Empowered by Large Language Models

Siqiao Xue, Danrui Qi, Caigao Jiang, Wenhui Shi, Fangyin Cheng, Keting Chen, Hongjun Yang, Zhiping Zhang, Jianshan He, Hongyang Zhang, Ganglin Wei, Wang Zhao, Fan Zhou, Hong Yi, Shaodong Liu, Hongjun Yang, Faqiang Chen

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

2404.11502 2024-04-18 cs.CL cs.AI 88%

Towards Coarse-to-Fine Evaluation of Inference Efficiency for Large Language Models

Yushuo Chen, Tianyi Tang, Erge Xiang, Linjiang Li, Wayne Xin Zhao, Jing Wang, Yunpeng Chai, Ji-Rong Wen

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

2403.19928 2024-04-02 cs.CL cs.LG 88%

DiJiang: Efficient Large Language Models through Compact Kernelization

Hanting Chen, Zhicheng Liu, Xutao Wang, Yuchuan Tian, Yunhe Wang

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

2307.02185 2024-04-02 cs.CL cs.AI cs.CR 88%

Citation: A Key to Building Responsible and Accountable Large Language Models

Jie Huang, Kevin Chen-Chuan Chang

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

Comments NAACL 2024 Findings

2403.14403 2024-03-29 cs.CL cs.AI 88%

Adaptive-RAG: Learning to Adapt Retrieval-Augmented Large Language Models through Question Complexity

Soyeong Jeong, Jinheon Baek, Sukmin Cho, Sung Ju Hwang, Jong C. Park

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

Comments NAACL 2024

2308.00221 2024-03-21 cs.CL cs.AI cs.CR 88%

Advancing Beyond Identification: Multi-bit Watermark for Large Language Models

KiYoon Yoo, Wonhyuk Ahn, Nojun Kwak

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

Comments NAACL 2024 main. 9 pages and appendix

2403.12936 2024-03-20 cs.CL cs.AI 88%

Automatic Information Extraction From Employment Tribunal Judgements Using Large Language Models

Joana Ribeiro de Faria, Huiyuan Xie, Felix Steffek

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

2403.04790 2024-03-11 cs.CL cs.AI 88%

Online Training of Large Language Models: Learn while chatting

Juhao Liang, Ziwei Wang, Zhuoheng Ma, Jianquan Li, Zhiyi Zhang, Xiangbo Wu, Benyou Wang

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

2403.00818 2024-03-06 cs.CL cs.LG 88%

DenseMamba: State Space Models with Dense Hidden Connection for Efficient Large Language Models

Wei He, Kai Han, Yehui Tang, Chengcheng Wang, Yujie Yang, Tianyu Guo, Yunhe Wang

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

2402.19103 2024-03-01 cs.CL cs.AI 88%

Whispers that Shake Foundations: Analyzing and Mitigating False Premise Hallucinations in Large Language Models

Hongbang Yuan, Pengfei Cao, Zhuoran Jin, Yubo Chen, Daojian Zeng, Kang Liu, Jun Zhao

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

Comments 12 pages, 5 figures, 5 tables

2402.16578 2024-02-27 cs.CL cs.LG 88%

Multi-Bit Distortion-Free Watermarking for Large Language Models

Massieh Kordi Boroujeny, Ya Jiang, Kai Zeng, Brian Mark

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

2402.01729 2024-02-27 cs.CL cs.AI 88%

Contextualization Distillation from Large Language Model for Knowledge Graph Completion

Dawei Li, Zhen Tan, Tianlong Chen, Huan Liu

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

Comments Accepted by EACL 2024 findings v3: add missing citations

2402.11279 2024-02-20 cs.CL cs.AI 88%

Multi-Perspective Consistency Enhances Confidence Estimation in Large Language Models

Pei Wang, Yejie Wang, Muxi Diao, Keqing He, Guanting Dong, Weiran Xu

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

2402.10350 2024-02-19 cs.LG cs.AI 88%

Large Language Models for Forecasting and Anomaly Detection: A Systematic Literature Review

Jing Su, Chufeng Jiang, Xin Jin, Yuxin Qiao, Tingsong Xiao, Hongda Ma, Rong Wei, Zhi Jing, Jiajun Xu, Junhong Lin

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

2402.09759 2024-02-16 cs.CL cs.AI 88%

Efficient Language Adaptive Pre-training: Extending State-of-the-Art Large Language Models for Polish

Szymon Ruciński

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

Comments 10 pages

2402.00861 2024-02-06 cs.CL cs.AI 88%

Evaluating Large Language Models for Generalization and Robustness via Data Compression

Yucheng Li, Yunhao Guo, Frank Guerin, Chenghua Lin

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

2401.16657 2024-01-31 cs.AI cs.CL 88%

Recovering Mental Representations from Large Language Models with Markov Chain Monte Carlo

Jian-Qiao Zhu, Haijiang Yan, Thomas L. Griffiths

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

2401.13887 2024-01-26 cs.CL cs.LG 88%

A comparative study of zero-shot inference with large language models and supervised modeling in breast cancer pathology classification

Madhumita Sushil, Travis Zack, Divneet Mandair, Zhiwei Zheng, Ahmed Wali, Yan-Ning Yu, Yuwei Quan, Atul J. Butte

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

1. 效率与部署 22368 篇

World Models with Hints of Large Language Models for Goal Achieving

A Comprehensive Evaluation of Quantization Strategies for Large Language Models

Improved Techniques for Optimization-Based Jailbreaking on Large Language Models

Adversarial Moment-Matching Distillation of Large Language Models

Cost-efficient Knowledge-based Question Answering with Large Language Models

A Comprehensive Survey of Accelerated Generation Techniques in Large Language Models

Efficient Large Language Models: A Survey

Crowdsourcing with Enhanced Data Quality Assurance: An Efficient Approach to Mitigate Resource Scarcity Challenges in Training Large Language Models for Healthcare

Large Language Models for Tuning Evolution Strategies

Automatic Programming: Large Language Models and Beyond

WDMoE: Wireless Distributed Large Language Models with Mixture of Experts

A Watermark for Large Language Models

Demonstration of DB-GPT: Next Generation Data Interaction System Empowered by Large Language Models

Towards Coarse-to-Fine Evaluation of Inference Efficiency for Large Language Models

DiJiang: Efficient Large Language Models through Compact Kernelization

Citation: A Key to Building Responsible and Accountable Large Language Models

Adaptive-RAG: Learning to Adapt Retrieval-Augmented Large Language Models through Question Complexity

Advancing Beyond Identification: Multi-bit Watermark for Large Language Models

Automatic Information Extraction From Employment Tribunal Judgements Using Large Language Models

Online Training of Large Language Models: Learn while chatting

DenseMamba: State Space Models with Dense Hidden Connection for Efficient Large Language Models

Whispers that Shake Foundations: Analyzing and Mitigating False Premise Hallucinations in Large Language Models

Multi-Bit Distortion-Free Watermarking for Large Language Models

Contextualization Distillation from Large Language Model for Knowledge Graph Completion

Multi-Perspective Consistency Enhances Confidence Estimation in Large Language Models

Large Language Models for Forecasting and Anomaly Detection: A Systematic Literature Review

Efficient Language Adaptive Pre-training: Extending State-of-the-Art Large Language Models for Polish

Evaluating Large Language Models for Generalization and Robustness via Data Compression

Recovering Mental Representations from Large Language Models with Markov Chain Monte Carlo

A comparative study of zero-shot inference with large language models and supervised modeling in breast cancer pathology classification