语言大模型 / LLM - arXivDaily 专题

2404.18322 2024-09-25 cs.DC 89%

BlockLLM: Multi-tenant Finer-grained Serving for Large Language Models

Bodun Hu, Jiamin Li, Le Xu, Myungjin Lee, Akshay Jajoo, Geon-Woo Kim, Hong Xu, Aditya Akella

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

2407.10106 2024-09-17 cs.SE 89%

DistillSeq: A Framework for Safety Alignment Testing in Large Language Models using Knowledge Distillation

Mingke Yang, Yuqi Chen, Yi Liu, Ling Shi

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

2409.05055 2024-09-10 cs.SE cs.ET 89%

Investigating the Role of Cultural Values in Adopting Large Language Models for Software Engineering

Stefano Lambiase, Gemma Catolino, Fabio Palomba, Filomena Ferrucci, Daniel Russo

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

2404.09932 2024-09-09 cs.LG cs.AI cs.CL cs.CY 89%

Foundational Challenges in Assuring Alignment and Safety of Large Language Models

Usman Anwar, Abulhair Saparov, Javier Rando, Daniel Paleka, Miles Turpin, Peter Hase, Ekdeep Singh Lubana, Erik Jenner, Stephen Casper, Oliver Sourbut, Benjamin L. Edelman, Zhaowei Zhang, Mario Günther, Anton Korinek, Jose Hernandez-Orallo, Lewis Hammond, Eric Bigelow, Alexander Pan, Lauro Langosco, Tomasz Korbak, Heidi Zhang, Ruiqi Zhong, Seán Ó hÉigeartaigh, Gabriel Recchia, Giulio Corsi, Alan Chan, Markus Anderljung, Lilian Edwards, Aleksandar Petrov, Christian Schroeder de Witt, Sumeet Ramesh Motwan, Yoshua Bengio, Danqi Chen, Philip H. S. Torr, Samuel Albanie, Tegan Maharaj, Jakob Foerster, Florian Tramer, He He, Atoosa Kasirzadeh, Yejin Choi, David Krueger

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

2409.02836 2024-09-05 cs.CL cs.AI cs.CE cs.LG 89%

Exploring Sentiment Dynamics and Predictive Behaviors in Cryptocurrency Discussions by Few-Shot Learning with Large Language Models

Moein Shahiki Tash, Zahra Ahani, Mohim Tash, Olga Kolesnikova, Grigori Sidorov

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

2409.02119 2024-09-05 cs.LG cs.AI cs.CL 89%

CoRA: Optimizing Low-Rank Adaptation with Common Subspace of Large Language Models

Xiaojun Xiao, Sen Shen, Qiming Bao, Hongfei Rong, Kairui Liu, Zhongsheng Wang, Jiamou 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、cs.LG

2407.14962 2024-08-26 cs.CL cs.AI cs.LG 89%

Recent Advances in Generative AI and Large Language Models: Current Status, Challenges, and Perspectives

Desta Haileselassie Hagos, Rick Battle, Danda B. Rawat

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

Comments This version is accepted for publication in the Journal of IEEE Transactions on Artificial Intelligence (TAI)

2408.11855 2024-08-23 cs.CL cs.AI cs.LG 89%

FactorLLM: Factorizing Knowledge via Mixture of Experts for Large Language Models

Zhongyu Zhao, Menghang Dong, Rongyu Zhang, Wenzhao Zheng, Yunpeng Zhang, Huanrui Yang, Dalong Du, Kurt Keutzer, Shanghang 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、cs.LG

2408.10520 2024-08-21 cs.IR 89%

Efficient and Deployable Knowledge Infusion for Open-World Recommendations via Large Language Models

Yunjia Xi, Weiwen Liu, Jianghao Lin, Muyan Weng, Xiaoling Cai, Hong Zhu, Jieming Zhu, Bo Chen, Ruiming Tang, Yong Yu, Weinan Zhang

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

Comments arXiv admin note: text overlap with arXiv:2306.10933

2405.00338 2024-08-21 cs.IR 89%

Distillation Matters: Empowering Sequential Recommenders to Match the Performance of Large Language Model

Yu Cui, Feng Liu, Pengbo Wang, Bohao Wang, Heng Tang, Yi Wan, Jun Wang, Jiawei Chen

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

Comments 11 pages, 2 figures

2408.09491 2024-08-20 cs.SD eess.AS 89%

A Transcription Prompt-based Efficient Audio Large Language Model for Robust Speech Recognition

Yangze Li, Xiong Wang, Songjun Cao, Yike Zhang, Long Ma, Lei Xie

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

2408.07326 2024-08-15 cs.AR 89%

LPU: A Latency-Optimized and Highly Scalable Processor for Large Language Model Inference

Seungjae Moon, Jung-Hoon Kim, Junsoo Kim, Seongmin Hong, Junseo Cha, Minsu Kim, Sukbin Lim, Gyubin Choi, Dongjin Seo, Jongho Kim, Hunjong Lee, Hyunjun Park, Ryeowook Ko, Soongyu Choi, Jongse Park, Jinwon Lee, Joo-Young Kim

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

2408.02087 2024-08-06 cs.CE 89%

Constructing Mechanical Design Agent Based on Large Language Models

Jiaxing Lu, Heran Li, Fangwei Ning, Yixuan Wang, Xinze Li, Yan Shi

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

2408.01760 2024-08-06 cs.SE 89%

Large Language Models for Equivalent Mutant Detection: How Far Are We?

Zhao Tian, Honglin Shu, Dong Wang, Xuejie Cao, Yasutaka Kamei, Junjie Chen

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

Comments This paper has been accepted by ISSTA'2024

2405.06999 2024-08-05 eess.SY cs.SY 89%

Large Language Model-aided Edge Learning in Distribution System State Estimation

Renyou Xie, Xin Yin, Chaojie Li, Guo Chen, Nian Liu, Bo Zhao, Zhaoyang Dong

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

2403.11057 2024-07-31 cs.CV cs.RO 89%

Large Language Models Powered Context-aware Motion Prediction in Autonomous Driving

Xiaoji Zheng, Lixiu Wu, Zhijie Yan, Yuanrong Tang, Hao Zhao, Chen Zhong, Bokui Chen, Jiangtao Gong

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

Comments 6 pages,4 figures

2404.03384 2024-07-23 cs.CV 89%

LongVLM: Efficient Long Video Understanding via Large Language Models

Yuetian Weng, Mingfei Han, Haoyu He, Xiaojun Chang, Bohan Zhuang

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

Comments Accepted by ECCV 2024

2407.07016 2024-07-10 cond-mat.mtrl-sci 89%

Is Large Language Model All You Need to Predict the Synthesizability and Precursors of Crystal Structures?

Zhilong Song, Shuaihua Lu, Minggang Ju, Qionghua Zhou, Jinlan Wang

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

2402.03898 2024-07-04 cs.CL cs.AI cs.LG 89%

DistiLLM: Towards Streamlined Distillation for Large Language Models

Jongwoo Ko, Sungnyun Kim, Tianyi Chen, Se-Young Yun

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

Comments ICML 2024; Code is available at https://github.com/jongwooko/distillm

2402.07647 2024-07-01 cs.IR 89%

GRILLBot In Practice: Lessons and Tradeoffs Deploying Large Language Models for Adaptable Conversational Task Assistants

Sophie Fischer, Carlos Gemmell, Niklas Tecklenburg, Iain Mackie, Federico Rossetto, Jeffrey Dalton

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

Comments 11 pages, KDD Preprint

2404.15949 2024-06-24 cs.CL cs.AI cs.LG 89%

CORM: Cache Optimization with Recent Message for Large Language Model Inference

Jincheng Dai, Zhuowei Huang, Haiyun Jiang, Chen Chen, Deng Cai, Wei Bi, Shuming Shi

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

2406.14440 2024-06-21 eess.SP 89%

LLM4CP: Adapting Large Language Models for Channel Prediction

Boxun Liu, Xuanyu Liu, Shijian Gao, Xiang Cheng, Liuqing Yang

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

2406.10675 2024-06-18 cs.NE 89%

Large Language Models as Surrogate Models in Evolutionary Algorithms: A Preliminary Study

Hao Hao, Xiaoqun Zhang, Aimin Zhou

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

2406.06616 2024-06-12 cs.CL cs.AI cs.LG 89%

Transforming Dental Diagnostics with Artificial Intelligence: Advanced Integration of ChatGPT and Large Language Models for Patient Care

Masoumeh Farhadi Nia, Mohsen Ahmadi, Elyas Irankhah

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

2401.09670 2024-06-07 cs.DC 89%

DistServe: Disaggregating Prefill and Decoding for Goodput-optimized Large Language Model Serving

Yinmin Zhong, Shengyu Liu, Junda Chen, Jianbo Hu, Yibo Zhu, Xuanzhe Liu, Xin Jin, Hao Zhang

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

Comments OSDI 2024

2405.20339 2024-05-31 cs.CV 89%

Visual Perception by Large Language Model's Weights

Feipeng Ma, Hongwei Xue, Guangting Wang, Yizhou Zhou, Fengyun Rao, Shilin Yan, Yueyi Zhang, Siying Wu, Mike Zheng Shou, Xiaoyan Sun

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

2405.18744 2024-05-30 cs.CR 89%

PermLLM: Private Inference of Large Language Models within 3 Seconds under WAN

Fei Zheng, Chaochao Chen, Zhongxuan Han, Xiaolin Zheng

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

2405.17147 2024-05-28 cs.MM 89%

Large Language Models (LLMs): Deployment, Tokenomics and Sustainability

Haiwei Dong, Shuang Xie

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

Comments Accepted by IEEE CTSoc-NCT

2405.15346 2024-05-27 cs.CL cs.AI cs.LG 89%

BiSup: Bidirectional Quantization Error Suppression for Large Language Models

Minghui Zou, Ronghui Guo, Sai Zhang, Xiaowang Zhang, Zhiyong Feng

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

2405.11581 2024-05-22 cs.SE 89%

DOLLmC: DevOps for Large Language model Customization

Panos Fitsilis, Vyron Damasiotis, Vasileios Kyriatzis, Paraskevi Tsoutsa

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

Comments 20 pages, 1 figure, 1 table

1. 效率与部署 22405 篇

BlockLLM: Multi-tenant Finer-grained Serving for Large Language Models

DistillSeq: A Framework for Safety Alignment Testing in Large Language Models using Knowledge Distillation

Investigating the Role of Cultural Values in Adopting Large Language Models for Software Engineering

Foundational Challenges in Assuring Alignment and Safety of Large Language Models

Exploring Sentiment Dynamics and Predictive Behaviors in Cryptocurrency Discussions by Few-Shot Learning with Large Language Models

CoRA: Optimizing Low-Rank Adaptation with Common Subspace of Large Language Models

Recent Advances in Generative AI and Large Language Models: Current Status, Challenges, and Perspectives

FactorLLM: Factorizing Knowledge via Mixture of Experts for Large Language Models

Efficient and Deployable Knowledge Infusion for Open-World Recommendations via Large Language Models

Distillation Matters: Empowering Sequential Recommenders to Match the Performance of Large Language Model

A Transcription Prompt-based Efficient Audio Large Language Model for Robust Speech Recognition

LPU: A Latency-Optimized and Highly Scalable Processor for Large Language Model Inference

Constructing Mechanical Design Agent Based on Large Language Models

Large Language Models for Equivalent Mutant Detection: How Far Are We?

Large Language Model-aided Edge Learning in Distribution System State Estimation

Large Language Models Powered Context-aware Motion Prediction in Autonomous Driving

LongVLM: Efficient Long Video Understanding via Large Language Models

Is Large Language Model All You Need to Predict the Synthesizability and Precursors of Crystal Structures?

DistiLLM: Towards Streamlined Distillation for Large Language Models

GRILLBot In Practice: Lessons and Tradeoffs Deploying Large Language Models for Adaptable Conversational Task Assistants

CORM: Cache Optimization with Recent Message for Large Language Model Inference

LLM4CP: Adapting Large Language Models for Channel Prediction

Large Language Models as Surrogate Models in Evolutionary Algorithms: A Preliminary Study

Transforming Dental Diagnostics with Artificial Intelligence: Advanced Integration of ChatGPT and Large Language Models for Patient Care

DistServe: Disaggregating Prefill and Decoding for Goodput-optimized Large Language Model Serving

Visual Perception by Large Language Model's Weights

PermLLM: Private Inference of Large Language Models within 3 Seconds under WAN

Large Language Models (LLMs): Deployment, Tokenomics and Sustainability

BiSup: Bidirectional Quantization Error Suppression for Large Language Models

DOLLmC: DevOps for Large Language model Customization