语言大模型 / LLM - arXivDaily 专题

2502.11110 2025-02-18 cs.CR 82%

Ramp Up NTT in Record Time using GPU-Accelerated Algorithms and LLM-based Code Generation

Yu Cui, Hang Fu, Licheng Wang, Haibin Zhang

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

2406.16746 2025-02-18 cs.LG cs.AI cs.CL 82%

The Responsible Foundation Model Development Cheatsheet: A Review of Tools & Resources

Shayne Longpre, Stella Biderman, Alon Albalak, Hailey Schoelkopf, Daniel McDuff, Sayash Kapoor, Kevin Klyman, Kyle Lo, Gabriel Ilharco, Nay San, Maribeth Rauh, Aviya Skowron, Bertie Vidgen, Laura Weidinger, Arvind Narayanan, Victor Sanh, David Adelani, Percy Liang, Rishi Bommasani, Peter Henderson, Sasha Luccioni, Yacine Jernite, Luca Soldaini

机构 * MIT（麻省理工学院）； EleutherAI ； UCSB（加利福尼亚大学圣巴巴拉分校）； SynthLabs ； Princeton University（普林斯顿大学）； Stanford University（斯坦福大学）； Harvard University（哈佛大学）； Allen Institute for AI（艾伦人工智能研究所）； Google DeepMind（谷歌DeepMind）； ML Commons ； Contextual AI ； HuggingFace ； University College London（伦敦大学学院）

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

2502.05766 2025-02-11 eess.AS cs.SD 82%

Audio-Visual Representation Learning via Knowledge Distillation from Speech Foundation Models

Jing-Xuan Zhang, Genshun Wan, Jianqing Gao, Zhen-Hua Ling

机构 * iFLYTEK（科大讯飞）

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

Comments accepted to Pattern Recognition

2502.01574 2025-02-04 q-fin.TR 82%

An End-To-End LLM Enhanced Trading System

Ziyao Zhou, Ronitt Mehra

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

Comments 6 pages, 1 figure

2410.02159 2025-01-30 cs.LG cs.AI cs.CL 82%

Mitigating Memorization In Language Models

Mansi Sakarvadia, Aswathy Ajith, Arham Khan, Nathaniel Hudson, Caleb Geniesse, Kyle Chard, Yaoqing Yang, Ian Foster, Michael W. Mahoney

机构 * University of Chicago（芝加哥大学）； Argonne National Laboratory（阿贡国家实验室）； Lawrence Berkeley National Laboratory（劳伦斯伯克利国家实验室）； Dartmouth College（达特茅斯学院）； International Computer Science Institute（国际计算机科学研究所）； University of California, Berkeley（加州大学伯克利分校）

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

2501.10318 2025-01-20 cs.CV 82%

HiMix: Reducing Computational Complexity in Large Vision-Language Models

Xuange Zhang, Dengjie Li, Bo Liu, Zenghao Bao, Yao Zhou, Baisong Yang, Zhongying Liu, Yujie Zhong, Zheng Zhao, Tongtong Yuan

机构 * Beijing University of Technology（北京工业大学）； Meituan Inc.（美团公司）

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

2412.00329 2025-01-20 cs.SE 82%

Language Models in Software Development Tasks: An Experimental Analysis of Energy and Accuracy

Negar Alizadeh, Boris Belchev, Nishant Saurabh, Patricia Kelbert, Fernando Castor

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

2501.08336 2025-01-16 cs.CR 82%

Dynaseal: A Backend-Controlled LLM API Key Distribution Scheme with Constrained Invocation Parameters

Jiahao Zhao, Jiayi Nan, Lai Wei, Yichen Yang, Fan Wu

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

Comments 5 pages, 2 figures, 2 tables

2406.18873 2025-01-14 cs.AR 82%

LayoutCopilot: An LLM-powered Multi-agent Collaborative Framework for Interactive Analog Layout Design

Bingyang Liu, Haoyi Zhang, Xiaohan Gao, Zichen Kong, Xiyuan Tang, Yibo Lin, Runsheng Wang, Ru Huang

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

Comments 8pages, 8figures

2412.16434 2024-12-24 cs.DC 82%

SYMPHONY: Improving Memory Management for LLM Inference Workloads

Saurabh Agarwal, Anyong Mao, Aditya Akella, Shivaram Venkataraman

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

2412.15739 2024-12-23 cs.CV 82%

VORD: Visual Ordinal Calibration for Mitigating Object Hallucinations in Large Vision-Language Models

Dexter Neo, Tsuhan Chen

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

2412.11834 2024-12-23 cs.LG cs.AI cs.CL 82%

Wonderful Matrices: Combining for a More Efficient and Effective Foundation Model Architecture

Jingze Shi, Bingheng Wu

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

Comments The code is open-sourced at https://github.com/LoserCheems/WonderfulMatrices

2412.12775 2024-12-18 cs.IR cs.CR 82%

RemoteRAG: A Privacy-Preserving LLM Cloud RAG Service

Yihang Cheng, Lan Zhang, Junyang Wang, Mu Yuan, Yunhao Yao

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

2412.08176 2024-12-12 cs.CV cs.MM 82%

TextRefiner: Internal Visual Feature as Efficient Refiner for Vision-Language Models Prompt Tuning

Jingjing Xie, Yuxin Zhang, Jun Peng, Zhaohong Huang, Liujuan Cao

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

Comments Accepted by AAAI2025

2411.14283 2024-11-22 cs.NI 82%

CAIP: Detecting Router Misconfigurations with Context-Aware Iterative Prompting of LLMs

Xi Jiang, Aaron Gember-Jacobson, Nick Feamster

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

Comments 12 pages, 4 tables, 5 figures

2401.11374 2024-11-22 cs.CL cs.AI cs.LG 82%

Language Models as Hierarchy Encoders

Yuan He, Zhangdie Yuan, Jiaoyan Chen, Ian Horrocks

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

Comments Accept at NeurIPS 2024

2411.11323 2024-11-19 cs.RO 82%

SayComply: Grounding Field Robotic Tasks in Operational Compliance through Retrieval-Based Language Models

Muhammad Fadhil Ginting, Dong-Ki Kim, Sung-Kyun Kim, Bandi Jai Krishna, Mykel J. Kochenderfer, Shayegan Omidshafiei, Ali-akbar Agha-mohammadi

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

2406.07524 2024-11-12 cs.CL cs.AI cs.LG 82%

Simple and Effective Masked Diffusion Language Models

Subham Sekhar Sahoo, Marianne Arriola, Yair Schiff, Aaron Gokaslan, Edgar Marroquin, Justin T Chiu, Alexander Rush, Volodymyr Kuleshov

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

Comments NeurIPS 2024. We provide the code at https://github.com/kuleshov-group/mdlm

2411.05442 2024-11-11 cs.IR 82%

IntellBot: Retrieval Augmented LLM Chatbot for Cyber Threat Knowledge Delivery

Dincy R. Arikkat, Abhinav M., Navya Binu, Parvathi M., Navya Biju, K. S. Arunima, Vinod P., Rafidha Rehiman K. A., Mauro Conti

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

2411.02902 2024-11-06 cs.CV cs.AI cs.CL cs.CR cs.LG 82%

Membership Inference Attacks against Large Vision-Language Models

Zhan Li, Yongtao Wu, Yihang Chen, Francesco Tonin, Elias Abad Rocamora, Volkan Cevher

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

Comments NeurIPS 2024

2408.16725 2024-11-06 cs.AI cs.CL cs.HC cs.LG cs.SD eess.AS 82%

Mini-Omni: Language Models Can Hear, Talk While Thinking in Streaming

Zhifei Xie, Changqiao Wu

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

Comments Technical report, work in progress. Demo and code: https://github.com/gpt-omni/mini-omni

2405.17837 2024-10-31 cs.HC 82%

Enabling Generative Design Tools with LLM Agents for Mechanical Computation Devices: A Case Study

Qiuyu Lu, Jiawei Fang, Zhihao Yao, Yue Yang, Shiqing Lyu, Haipeng Mi, Lining Yao

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

Comments 38 pages, 12 figures

2406.11832 2024-10-30 cs.CV cs.MM 82%

Unveiling Encoder-Free Vision-Language Models

Haiwen Diao, Yufeng Cui, Xiaotong Li, Yueze Wang, Huchuan Lu, Xinlong Wang

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

Comments 17 pages, 8 figures, Accepted by NeurIPS2024 (spotlight)

2410.18582 2024-10-25 eess.SY cs.SY 82%

LLM-Aided Efficient Hardware Design Automation

Kangwei Xu, Ruidi Qiu, Zhuorui Zhao, Grace Li Zhang, Ulf Schlichtmann, Bing Li

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

2410.18572 2024-10-25 cs.CL cs.AI cs.LG 82%

Taipan: Efficient and Expressive State Space Language Models with Selective Attention

Chien Van Nguyen, Huy Huu Nguyen, Thang M. Pham, Ruiyi Zhang, Hanieh Deilamsalehy, Puneet Mathur, Ryan A. Rossi, Trung Bui, Viet Dac Lai, Franck Dernoncourt, Thien Huu Nguyen

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

2312.04737 2024-10-25 cs.LG cs.AI cs.CL 82%

Efficient End-to-end Language Model Fine-tuning on Graphs

Rui Xue, Xipeng Shen, Ruozhou Yu, Xiaorui Liu

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

2410.04074 2024-10-08 cs.CL cs.AI cs.LG 82%

On Eliciting Syntax from Language Models via Hashing

Yiran Wang, Masao Utiyama

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

Comments EMNLP-2024

2406.09206 2024-10-07 cs.CL cs.AI cs.LG 82%

Self-Training for Sample-Efficient Active Learning for Text Classification with Pre-Trained Language Models

Christopher Schröder, Gerhard Heyer

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

Comments Accepted to EMNLP 2024

2304.01397 2024-10-02 cs.SE 82%

LTM: Scalable and Black-box Similarity-based Test Suite Minimization based on Language Models

Rongqi Pan, Taher A. Ghaleb, Lionel Briand

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

2409.14739 2024-09-24 cs.ET cs.SY eess.SY 82%

AmpAgent: An LLM-based Multi-Agent System for Multi-stage Amplifier Schematic Design from Literature for Process and Performance Porting

Chengjie Liu, Weiyu Chen, Anlan Peng, Yuan Du, Li Du, Jun Yang

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

1. 效率与部署 22497 篇

Ramp Up NTT in Record Time using GPU-Accelerated Algorithms and LLM-based Code Generation

The Responsible Foundation Model Development Cheatsheet: A Review of Tools & Resources

Audio-Visual Representation Learning via Knowledge Distillation from Speech Foundation Models

An End-To-End LLM Enhanced Trading System

Mitigating Memorization In Language Models

HiMix: Reducing Computational Complexity in Large Vision-Language Models

Language Models in Software Development Tasks: An Experimental Analysis of Energy and Accuracy

Dynaseal: A Backend-Controlled LLM API Key Distribution Scheme with Constrained Invocation Parameters

LayoutCopilot: An LLM-powered Multi-agent Collaborative Framework for Interactive Analog Layout Design

SYMPHONY: Improving Memory Management for LLM Inference Workloads

VORD: Visual Ordinal Calibration for Mitigating Object Hallucinations in Large Vision-Language Models

Wonderful Matrices: Combining for a More Efficient and Effective Foundation Model Architecture

RemoteRAG: A Privacy-Preserving LLM Cloud RAG Service

TextRefiner: Internal Visual Feature as Efficient Refiner for Vision-Language Models Prompt Tuning

CAIP: Detecting Router Misconfigurations with Context-Aware Iterative Prompting of LLMs

Language Models as Hierarchy Encoders

SayComply: Grounding Field Robotic Tasks in Operational Compliance through Retrieval-Based Language Models

Simple and Effective Masked Diffusion Language Models

IntellBot: Retrieval Augmented LLM Chatbot for Cyber Threat Knowledge Delivery

Membership Inference Attacks against Large Vision-Language Models

Mini-Omni: Language Models Can Hear, Talk While Thinking in Streaming

Enabling Generative Design Tools with LLM Agents for Mechanical Computation Devices: A Case Study

Unveiling Encoder-Free Vision-Language Models

LLM-Aided Efficient Hardware Design Automation

Taipan: Efficient and Expressive State Space Language Models with Selective Attention

Efficient End-to-end Language Model Fine-tuning on Graphs

On Eliciting Syntax from Language Models via Hashing

Self-Training for Sample-Efficient Active Learning for Text Classification with Pre-Trained Language Models

LTM: Scalable and Black-box Similarity-based Test Suite Minimization based on Language Models

AmpAgent: An LLM-based Multi-Agent System for Multi-stage Amplifier Schematic Design from Literature for Process and Performance Porting