语言大模型 / LLM - arXivDaily 专题

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

2306.04746 2024-01-17 stat.ME cs.CL cs.LG stat.ML 88%

Using Imperfect Surrogates for Downstream Inference: Design-based Supervised Learning for Social Science Applications of Large Language Models

Naoki Egami, Musashi Hinck, Brandon M. Stewart, Hanying Wei

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 37th Conference on Neural Information Processing Systems (NeurIPS 2023)

2308.02053 2024-01-10 cs.CL cs.AI cs.CY 88%

The Unequal Opportunities of Large Language Models: Revealing Demographic Bias through Job Recommendations

Abel Salinas, Parth Vipul Shah, Yuzhong Huang, Robert McCormack, Fred Morstatter

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 to EAAMO 2023

2312.17295 2024-01-01 cs.CR cs.AI cs.CL 88%

Optimizing watermarks for large language models

Bram Wouters

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 15 pages; preprint

2312.16211 2023-12-29 cs.AI cs.HC cs.LG 88%

An Explainable AI Approach to Large Language Model Assisted Causal Model Auditing and Development

Yanming Zhang, Brette Fitzgibbon, Dino Garofolo, Akshith Kota, Eric Papenhausen, Klaus Mueller

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

2312.12682 2023-12-21 cs.CL cs.AI 88%

Mini-GPTs: Efficient Large Language Models through Contextual Pruning

Tim Valicenti, Justice Vidal, Ritik Patnaik

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 7 pages, 4 figures, Neurips 2023 styling

2311.04879 2023-11-10 cs.CL cs.AI 88%

LongQLoRA: Efficient and Effective Method to Extend Context Length of Large Language Models

Jianxin Yang

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

2311.02956 2023-11-07 cs.CL cs.AI 88%

In-Context Learning for Knowledge Base Question Answering for Unmanned Systems based on Large Language Models

Yunlong Chen, Yaming Zhang, Jianfei Yu, Li Yang, Rui Xia

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 Runner up of the CCKS 2023 question answering with knowledge graph inference for unmanned systems evaluation task, accepted as an evaluation paper

2310.20105 2023-11-01 cs.CY cs.AI cs.CL 88%

Efficient Classification of Student Help Requests in Programming Courses Using Large Language Models

Jaromir Savelka, Paul Denny, Mark Liffiton, Brad Sheese

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

2310.19624 2023-10-31 cs.LG cs.AI q-bio.QM 88%

Exploring Post-Training Quantization of Protein Language Models

Shuang Peng, Fei Yang, Ning Sun, Sheng Chen, Yanfeng Jiang, Aimin Pan

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

Comments 8 pages, 4 figures

2310.06003 2023-10-31 cs.LG cs.AI 88%

Rethinking Memory and Communication Cost for Efficient Large Language Model Training

Chan Wu, Hanxiao Zhang, Lin Ju, Jinjing Huang, Youshao Xiao, Zhaoxin Huan, Siyuan Li, Fanzhuang Meng, Lei Liang, Xiaolu Zhang, Jun Zhou

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

2310.06927 2023-10-16 cs.CL cs.AI 88%

Sparse Fine-tuning for Inference Acceleration of Large Language Models

Eldar Kurtic, Denis Kuznedelev, Elias Frantar, Michael Goin, Dan Alistarh

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

1. 效率与部署 22280 篇

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

Using Imperfect Surrogates for Downstream Inference: Design-based Supervised Learning for Social Science Applications of Large Language Models

The Unequal Opportunities of Large Language Models: Revealing Demographic Bias through Job Recommendations

Optimizing watermarks for large language models

An Explainable AI Approach to Large Language Model Assisted Causal Model Auditing and Development

Mini-GPTs: Efficient Large Language Models through Contextual Pruning

LongQLoRA: Efficient and Effective Method to Extend Context Length of Large Language Models

In-Context Learning for Knowledge Base Question Answering for Unmanned Systems based on Large Language Models

Efficient Classification of Student Help Requests in Programming Courses Using Large Language Models

Exploring Post-Training Quantization of Protein Language Models

Rethinking Memory and Communication Cost for Efficient Large Language Model Training

Sparse Fine-tuning for Inference Acceleration of Large Language Models