语言大模型 / LLM - arXivDaily 专题

2406.10471 2024-10-29 cs.CL 89%

Personalized Pieces: Efficient Personalized Large Language Models through Collaborative Efforts

Zhaoxuan Tan, Zheyuan Liu, Meng Jiang

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

Comments EMNLP 2024 Main

2308.16361 2024-10-29 cs.AI cs.DB 89%

Large Language Models as Data Preprocessors

Haochen Zhang, Yuyang Dong, Chuan Xiao, Masafumi Oyamada

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

Comments TaDA 2024 (workshop in conjunction with VLDB 2024)

2410.19262 2024-10-28 cs.AI 89%

Autonomous Building Cyber-Physical Systems Using Decentralized Autonomous Organizations, Digital Twins, and Large Language Model

Reachsak Ly, Alireza Shojaei

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

Comments 40 pages, 22 figures

2410.19096 2024-10-28 cs.CR cs.CL 89%

Watermarking Large Language Models and the Generated Content: Opportunities and Challenges

Ruisi Zhang, Farinaz Koushanfar

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

Comments invited paper to Asilomar Conference on Signals, Systems, and Computers

2311.09336 2024-10-28 cs.CL 89%

LLMRefine: Pinpointing and Refining Large Language Models via Fine-Grained Actionable Feedback

Wenda Xu, Daniel Deutsch, Mara Finkelstein, Juraj Juraska, Biao Zhang, Zhongtao Liu, William Yang Wang, Lei Li, Markus Freitag

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

Comments Accepted to NAACL 2024

2410.18764 2024-10-25 cs.CL 89%

Task Calibration: Calibrating Large Language Models on Inference Tasks

Yingjie Li, Yun Luo, Xiaotian Xie, Yue 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

2410.18701 2024-10-25 cs.LG 89%

BATON: Enhancing Batch-wise Inference Efficiency for Large Language Models via Dynamic Re-batching

Peizhuang Cong, Qizhi Chen, Haochen Zhao, Tong Yang

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

2406.12295 2024-10-24 cs.CL 89%

Fast and Slow Generating: An Empirical Study on Large and Small Language Models Collaborative Decoding

Kaiyan Zhang, Jianyu Wang, Ning Ding, Biqing Qi, Ermo Hua, Xingtai Lv, Bowen Zhou

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

Comments update figures and results on Pythia Series

2405.13356 2024-10-24 cs.AI 89%

Large Language Models (LLMs) Assisted Wireless Network Deployment in Urban Settings

Nurullah Sevim, Mostafa Ibrahim, Sabit Ekin

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

Comments This work has been submitted to the IEEE for possible publication

2402.13116 2024-10-22 cs.CL 89%

A Survey on Knowledge Distillation of Large Language Models

Xiaohan Xu, Ming Li, Chongyang Tao, Tao Shen, Reynold Cheng, Jinyang Li, Can Xu, Dacheng Tao, Tianyi Zhou

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

Comments 43 pages

2410.15977 2024-10-22 cs.AI 89%

Enabling Energy-Efficient Deployment of Large Language Models on Memristor Crossbar: A Synergy of Large and Small

Zhehui Wang, Tao Luo, Cheng Liu, Weichen Liu, Rick Siow Mong Goh, Weng-Fai Wong

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

Journal ref IEEE Transactions on Pattern Analysis and Machine Intelligence (2024 early access)

2410.15704 2024-10-22 cs.LG 89%

Residual vector quantization for KV cache compression in large language model

Ankur Kumar

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

2405.18218 2024-10-22 cs.LG 89%

FinerCut: Finer-grained Interpretable Layer Pruning for Large Language Models

Yang Zhang, Yawei Li, Xinpeng Wang, Qianli Shen, Barbara Plank, Bernd Bischl, Mina Rezaei, Kenji Kawaguchi

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

Comments Accepted by Compression Worshop at NeurIPS 2024

2410.13138 2024-10-18 cs.CL cs.CR cs.CY 89%

Data Defenses Against Large Language Models

William Agnew, Harry H. Jiang, Cella Sum, Maarten Sap, Sauvik Das

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

2407.21659 2024-10-18 cs.CL 89%

Cross-modality Information Check for Detecting Jailbreaking in Multimodal Large Language Models

Yue Xu, Xiuyuan Qi, Zhan Qin, Wenjie Wang

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

Comments 12 pages, 9 figures, EMNLP 2024 Findings

2410.10912 2024-10-16 cs.LG stat.ML 89%

AlphaPruning: Using Heavy-Tailed Self Regularization Theory for Improved Layer-wise Pruning of Large Language Models

Haiquan Lu, Yefan Zhou, Shiwei Liu, Zhangyang Wang, Michael W. Mahoney, Yaoqing Yang

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

Comments NeurIPS 2024, first two authors contributed equally

2402.01145 2024-10-15 cs.NE cs.AI 89%

ReEvo: Large Language Models as Hyper-Heuristics with Reflective Evolution

Haoran Ye, Jiarui Wang, Zhiguang Cao, Federico Berto, Chuanbo Hua, Haeyeon Kim, Jinkyoo Park, Guojie Song

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

Comments Accepted at NeurIPS 2024

2401.06468 2024-10-14 cs.CL 89%

Adapting Large Language Models for Document-Level Machine Translation

Minghao Wu, Thuy-Trang Vu, Lizhen Qu, George Foster, Gholamreza Haffari

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

Comments 25 pages, 18 tables, 7 figures; ARR Feb 2024, 4/3/2, meta 2, rejected by ACL2024; ARR June 2024, 4.5/3/2, meta 3, rejected by EMNLP2024;

2410.08598 2024-10-14 cs.CL 89%

Parameter-Efficient Fine-Tuning of Large Language Models using Semantic Knowledge Tuning

Nusrat Jahan Prottasha, Asif Mahmud, Md. Shohanur Islam Sobuj, Prakash Bhat, Md Kowsher, Niloofar Yousefi, Ozlem Ozmen Garibay

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

Comments Accepted in Nature Scientific Reports

2410.07927 2024-10-11 cs.LG 89%

Efficient Reinforcement Learning with Large Language Model Priors

Xue Yan, Yan Song, Xidong Feng, Mengyue Yang, Haifeng Zhang, Haitham Bou Ammar, Jun Wang

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

2312.05516 2024-10-08 cs.LG cs.DC 89%

Stateful Large Language Model Serving with Pensieve

Lingfan Yu, Jinkun Lin, Jinyang Li

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

2410.04027 2024-10-08 cs.CL 89%

A Simple yet Effective Training-free Prompt-free Approach to Chinese Spelling Correction Based on Large Language Models

Houquan Zhou, Zhenghua Li, Bo Zhang, Chen Li, Shaopeng Lai, Ji Zhang, Fei Huang, Min 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

Comments Accepted at Main Conference of EMNLP 2024

2312.14950 2024-09-27 cs.RO cs.AI cs.HC 89%

TypeFly: Flying Drones with Large Language Model

Guojun Chen, Xiaojing Yu, Neiwen Ling, Lin Zhong

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

2305.05920 2024-09-26 cs.LG cs.DC 89%

Fast Distributed Inference Serving for Large Language Models

Bingyang Wu, Yinmin Zhong, Zili Zhang, Shengyu Liu, Fangyue Liu, Yuanhang Sun, Gang Huang, Xuanzhe Liu, Xin Jin

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

2402.13276 2024-09-25 eess.AS cs.AI cs.SD 89%

When LLMs Meets Acoustic Landmarks: An Efficient Approach to Integrate Speech into Large Language Models for Depression Detection

Xiangyu Zhang, Hexin Liu, Kaishuai Xu, Qiquan Zhang, Daijiao Liu, Beena Ahmed, Julien Epps

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

2308.10204 2024-09-24 cs.AR cs.AI 89%

ChatEDA: A Large Language Model Powered Autonomous Agent for EDA

Zhuolun He, Haoyuan Wu, Xinyun Zhang, Xufeng Yao, Su Zheng, Haisheng Zheng, Bei Yu

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

2409.12586 2024-09-20 cs.CL 89%

Efficient Knowledge Distillation: Empowering Small Language Models with Teacher Model Insights

Mohamad Ballout, Ulf Krumnack, Gunther Heidemann, Kai-Uwe Kühnberger

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

2409.11233 2024-09-18 cs.CL 89%

Evaluating the Impact of Compression Techniques on Task-Specific Performance of Large Language Models

Bishwash Khanal, Jeffery M. Capone

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

2409.06450 2024-09-11 cs.RO cs.AI cs.ET 89%

Multimodal Large Language Model Driven Scenario Testing for Autonomous Vehicles

Qiujing Lu, Xuanhan Wang, Yiwei Jiang, Guangming Zhao, Mingyue Ma, Shuo Feng

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

2409.04574 2024-09-10 cs.CL 89%

Customizing Large Language Model Generation Style using Parameter-Efficient Finetuning

Xinyue Liu, Harshita Diddee, Daphne Ippolito

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

1. 效率与部署 22243 篇

Personalized Pieces: Efficient Personalized Large Language Models through Collaborative Efforts

Large Language Models as Data Preprocessors

Autonomous Building Cyber-Physical Systems Using Decentralized Autonomous Organizations, Digital Twins, and Large Language Model

Watermarking Large Language Models and the Generated Content: Opportunities and Challenges

LLMRefine: Pinpointing and Refining Large Language Models via Fine-Grained Actionable Feedback

Task Calibration: Calibrating Large Language Models on Inference Tasks

BATON: Enhancing Batch-wise Inference Efficiency for Large Language Models via Dynamic Re-batching

Fast and Slow Generating: An Empirical Study on Large and Small Language Models Collaborative Decoding

Large Language Models (LLMs) Assisted Wireless Network Deployment in Urban Settings

A Survey on Knowledge Distillation of Large Language Models

Enabling Energy-Efficient Deployment of Large Language Models on Memristor Crossbar: A Synergy of Large and Small

Residual vector quantization for KV cache compression in large language model

FinerCut: Finer-grained Interpretable Layer Pruning for Large Language Models

Data Defenses Against Large Language Models

Cross-modality Information Check for Detecting Jailbreaking in Multimodal Large Language Models

AlphaPruning: Using Heavy-Tailed Self Regularization Theory for Improved Layer-wise Pruning of Large Language Models

ReEvo: Large Language Models as Hyper-Heuristics with Reflective Evolution

Adapting Large Language Models for Document-Level Machine Translation

Parameter-Efficient Fine-Tuning of Large Language Models using Semantic Knowledge Tuning

Efficient Reinforcement Learning with Large Language Model Priors

Stateful Large Language Model Serving with Pensieve

A Simple yet Effective Training-free Prompt-free Approach to Chinese Spelling Correction Based on Large Language Models

TypeFly: Flying Drones with Large Language Model

Fast Distributed Inference Serving for Large Language Models

When LLMs Meets Acoustic Landmarks: An Efficient Approach to Integrate Speech into Large Language Models for Depression Detection

ChatEDA: A Large Language Model Powered Autonomous Agent for EDA

Efficient Knowledge Distillation: Empowering Small Language Models with Teacher Model Insights

Evaluating the Impact of Compression Techniques on Task-Specific Performance of Large Language Models

Multimodal Large Language Model Driven Scenario Testing for Autonomous Vehicles

Customizing Large Language Model Generation Style using Parameter-Efficient Finetuning