语言大模型 / LLM - arXivDaily 专题

2407.19055 2024-07-30 cs.SE cs.AI cs.LG 90%

Effective Large Language Model Debugging with Best-first Tree Search

Jialin Song, Jonathan Raiman, Bryan Catanzaro

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

2407.17126 2024-07-25 cs.CL cs.AI 90%

SDoH-GPT: Using Large Language Models to Extract Social Determinants of Health (SDoH)

Bernardo Consoli, Xizhi Wu, Song Wang, Xinyu Zhao, Yanshan Wang, Justin Rousseau, Tom Hartvigsen, Li Shen, Huanmei Wu, Yifan Peng, Qi Long, Tianlong Chen, Ying Ding

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

2407.15366 2024-07-23 cs.CL cs.AI cs.CY 90%

Walking in Others' Shoes: How Perspective-Taking Guides Large Language Models in Reducing Toxicity and Bias

Rongwu Xu, Zi'an Zhou, Tianwei Zhang, Zehan Qi, Su Yao, Ke Xu, Wei Xu, Han Qiu

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

2404.14294 2024-07-22 cs.CL cs.AI 90%

A Survey on Efficient Inference for Large Language Models

Zixuan Zhou, Xuefei Ning, Ke Hong, Tianyu Fu, Jiaming Xu, Shiyao Li, Yuming Lou, Luning Wang, Zhihang Yuan, Xiuhong Li, Shengen Yan, Guohao Dai, Xiao-Ping Zhang, Yuhan Dong, Yu 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、cs.AI

2310.08419 2024-07-22 cs.LG cs.AI 90%

Jailbreaking Black Box Large Language Models in Twenty Queries

Patrick Chao, Alexander Robey, Edgar Dobriban, Hamed Hassani, George J. Pappas, Eric 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、cs.LG

2310.15007 2024-07-17 cs.CL cs.CR cs.LG 90%

Did the Neurons Read your Book? Document-level Membership Inference for Large Language Models

Matthieu Meeus, Shubham Jain, Marek Rei, Yves-Alexandre de Montjoye

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

Comments Accepted at 33rd USENIX Security Symposium (USENIX Security 2024)

2404.08698 2024-07-11 cs.CL cs.LG 90%

Lossless Acceleration of Large Language Model via Adaptive N-gram Parallel Decoding

Jie Ou, Yueming Chen, Wenhong Tian

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

2407.05690 2024-07-09 cs.CL cs.AI 90%

Pruning Large Language Models to Intra-module Low-rank Architecture with Transitional Activations

Bowen Shen, Zheng Lin, Daren Zha, Wei Liu, Jian Luan, Bin Wang, Weiping 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、cs.AI

Comments Findings of ACL 2024

2407.05580 2024-07-09 cs.LG cs.AI 90%

$\mathrm{E^{2}CFD}$: Towards Effective and Efficient Cost Function Design for Safe Reinforcement Learning via Large Language Model

Zepeng Wang, Chao Ma, Linjiang Zhou, Libing Wu, Lei Yang, Xiaochuan Shi, Guojun Peng

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

2407.04118 2024-07-08 cs.CL cs.AI 90%

MAPO: Boosting Large Language Model Performance with Model-Adaptive Prompt Optimization

Yuyan Chen, Zhihao Wen, Ge Fan, Zhengyu Chen, Wei Wu, Dayiheng Liu, Zhixu Li, Bang Liu, Yanghua Xiao

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

Comments Accepted to EMNLP 2023 (Findings)

2305.13338 2024-07-08 q-bio.GN cs.AI cs.CL q-bio.QM 90%

Gene Set Summarization using Large Language Models

Marcin P. Joachimiak, J. Harry Caufield, Nomi L. Harris, Hyeongsik Kim, Christopher J. Mungall

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

2403.19708 2024-07-02 cs.CL cs.LG 90%

Cost-Efficient Large Language Model Serving for Multi-turn Conversations with CachedAttention

Bin Gao, Zhuomin He, Puru Sharma, Qingxuan Kang, Djordje Jevdjic, Junbo Deng, Xingkun Yang, Zhou Yu, Pengfei Zuo

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

Comments Accepted to USENIX Annual Technical Conference (ATC) 2024

2305.14752 2024-07-01 cs.SE cs.AI cs.FL cs.LG 90%

A New Era in Software Security: Towards Self-Healing Software via Large Language Models and Formal Verification

Norbert Tihanyi, Ridhi Jain, Yiannis Charalambous, Mohamed Amine Ferrag, Youcheng Sun, Lucas C. Cordeiro

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

2406.17992 2024-06-27 cs.CL cs.AI 90%

Catching Chameleons: Detecting Evolving Disinformation Generated using Large Language Models

Bohan Jiang, Chengshuai Zhao, Zhen Tan, Huan Liu

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

Comments 10 pages, 5 figures

2406.16963 2024-06-26 cs.LG cs.AI cs.CR cs.SI 90%

Large Language Models for Link Stealing Attacks Against Graph Neural Networks

Faqian Guan, Tianqing Zhu, Hui Sun, Wanlei Zhou, Philip S. 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、cs.LG

2405.17441 2024-06-26 cs.NI cs.AI cs.CL cs.SY eess.SY 90%

When Large Language Models Meet Optical Networks: Paving the Way for Automation

Danshi Wang, Yidi Wang, Xiaotian Jiang, Yao Zhang, Yue Pang, 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、cs.AI

2406.08050 2024-06-13 cs.CL cs.LG 90%

Adversarial Evasion Attack Efficiency against Large Language Models

João Vitorino, Eva Maia, Isabel Praça

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

Comments 9 pages, 1 table, 2 figures, DCAI 2024 conference

2406.07017 2024-06-12 cs.LG cs.CL 90%

MoreauPruner: Robust Pruning of Large Language Models against Weight Perturbations

Zixiao Wang, Jingwei Zhang, Wenqian Zhao, Farzan Farnia, 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.CL、cs.LG

2402.05699 2024-06-11 cs.CL cs.AI cs.CY 90%

Self-Alignment of Large Language Models via Monopolylogue-based Social Scene Simulation

Xianghe Pang, Shuo Tang, Rui Ye, Yuxin Xiong, Bolun Zhang, Yanfeng Wang, Siheng Chen

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

Comments 32 pages, 9 figures

2406.02886 2024-06-07 cs.CL cs.AI 90%

PLaD: Preference-based Large Language Model Distillation with Pseudo-Preference Pairs

Rongzhi Zhang, Jiaming Shen, Tianqi Liu, Haorui Wang, Zhen Qin, Feng Han, Jialu Liu, Simon Baumgartner, Michael Bendersky, Chao 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、cs.AI

Comments Findings of ACL 2024

2405.13902 2024-06-07 cs.LG cs.AI 90%

LOGIN: A Large Language Model Consulted Graph Neural Network Training Framework

Yiran Qiao, Xiang Ao, Yang Liu, Jiarong Xu, Xiaoqian Sun, Qing He

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

2402.18059 2024-06-07 cs.LG cs.CL cs.CR 90%

Token-Specific Watermarking with Enhanced Detectability and Semantic Coherence for Large Language Models

Mingjia Huo, Sai Ashish Somayajula, Youwei Liang, Ruisi Zhang, Farinaz Koushanfar, Pengtao Xie

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

Comments 22 pages, 13 figures, 5 tables

2406.02924 2024-06-06 cs.LG cs.CL cs.NE 90%

Pruner-Zero: Evolving Symbolic Pruning Metric from scratch for Large Language Models

Peijie Dong, Lujun Li, Zhenheng Tang, Xiang Liu, Xinglin Pan, Qiang Wang, Xiaowen Chu

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

Comments Accepted by ICML2024, 29 pages, 4 figures

2404.15794 2024-06-06 cs.NE cs.AI cs.LG 90%

Large Language Models as In-context AI Generators for Quality-Diversity

Bryan Lim, Manon Flageat, Antoine Cully

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

2405.18741 2024-06-04 cs.CL cs.AI 90%

Genshin: General Shield for Natural Language Processing with Large Language Models

Xiao Peng, Tao Liu, Ying 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、cs.AI

2402.07616 2024-06-04 cs.CL cs.AI 90%

Anchor-based Large Language Models

Jianhui Pang, Fanghua Ye, Derek Fai Wong, Xin He, Wanshun Chen, Longyue 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、cs.AI

Comments The paper has been accepted by the ACL2024 conference. Work was done when Jianhui Pang and Fanghua Ye were interning at Tencent AI Lab

2402.02713 2024-06-04 cs.LG cs.AI 90%

Position: What Can Large Language Models Tell Us about Time Series Analysis

Ming Jin, Yifan Zhang, Wei Chen, Kexin Zhang, Yuxuan Liang, Bin Yang, Jindong Wang, Shirui Pan, Qingsong Wen

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

Comments Accepted by the 41st International Conference on Machine Learning (ICML 2024)

2404.08846 2024-06-03 cs.LG cs.CL 90%

Experimental Design for Active Transductive Inference in Large Language Models

Subhojyoti Mukherjee, Anusha Lalitha, Aniket Deshmukh, Ge Liu, Yifei Ma, Branislav Kveton

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

2402.01869 2024-05-31 cs.LG cs.CL cs.DC 90%

InferCept: Efficient Intercept Support for Augmented Large Language Model Inference

Reyna Abhyankar, Zijian He, Vikranth Srivatsa, Hao Zhang, Yiying 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、cs.LG

2312.12728 2024-05-31 cs.IR cs.AI cs.LG 90%

Lookahead: An Inference Acceleration Framework for Large Language Model with Lossless Generation Accuracy

Yao Zhao, Zhitian Xie, Chen Liang, Chenyi Zhuang, Jinjie Gu

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

Comments 10 pages, 6 figures

1. 效率与部署 22368 篇

Effective Large Language Model Debugging with Best-first Tree Search

SDoH-GPT: Using Large Language Models to Extract Social Determinants of Health (SDoH)

Walking in Others' Shoes: How Perspective-Taking Guides Large Language Models in Reducing Toxicity and Bias

A Survey on Efficient Inference for Large Language Models

Jailbreaking Black Box Large Language Models in Twenty Queries

Did the Neurons Read your Book? Document-level Membership Inference for Large Language Models

Lossless Acceleration of Large Language Model via Adaptive N-gram Parallel Decoding

Pruning Large Language Models to Intra-module Low-rank Architecture with Transitional Activations

$\mathrm{E^{2}CFD}$: Towards Effective and Efficient Cost Function Design for Safe Reinforcement Learning via Large Language Model

MAPO: Boosting Large Language Model Performance with Model-Adaptive Prompt Optimization

Gene Set Summarization using Large Language Models

Cost-Efficient Large Language Model Serving for Multi-turn Conversations with CachedAttention

A New Era in Software Security: Towards Self-Healing Software via Large Language Models and Formal Verification

Catching Chameleons: Detecting Evolving Disinformation Generated using Large Language Models

Large Language Models for Link Stealing Attacks Against Graph Neural Networks

When Large Language Models Meet Optical Networks: Paving the Way for Automation

Adversarial Evasion Attack Efficiency against Large Language Models

MoreauPruner: Robust Pruning of Large Language Models against Weight Perturbations

Self-Alignment of Large Language Models via Monopolylogue-based Social Scene Simulation

PLaD: Preference-based Large Language Model Distillation with Pseudo-Preference Pairs

LOGIN: A Large Language Model Consulted Graph Neural Network Training Framework

Token-Specific Watermarking with Enhanced Detectability and Semantic Coherence for Large Language Models

Pruner-Zero: Evolving Symbolic Pruning Metric from scratch for Large Language Models

Large Language Models as In-context AI Generators for Quality-Diversity

Genshin: General Shield for Natural Language Processing with Large Language Models

Anchor-based Large Language Models

Position: What Can Large Language Models Tell Us about Time Series Analysis

Experimental Design for Active Transductive Inference in Large Language Models

InferCept: Efficient Intercept Support for Augmented Large Language Model Inference

Lookahead: An Inference Acceleration Framework for Large Language Model with Lossless Generation Accuracy