语言大模型 / LLM - arXivDaily 专题

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

2403.01241 2024-05-28 cs.CL cs.AI 90%

IntactKV: Improving Large Language Model Quantization by Keeping Pivot Tokens Intact

Ruikang Liu, Haoli Bai, Haokun Lin, Yuening Li, Han Gao, Zhengzhuo Xu, Lu Hou, Jun Yao, Chun Yuan

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 by ACL 2024 findings

2405.03341 2024-05-27 cs.LG cs.AI 90%

Enhancing Q-Learning with Large Language Model Heuristics

Xiefeng Wu

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 Note:Arxiv,Draft

2405.13181 2024-05-24 cs.CL cs.LG 90%

Comparative Analysis of Different Efficient Fine Tuning Methods of Large Language Models (LLMs) in Low-Resource Setting

Krishna Prasad Varadarajan Srinivasan, Prasanth Gumpena, Madhusudhana Yattapu, Vishal H. Brahmbhatt

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 of main paper, 1 page of references, 6 appendix pages, 11 figures, 18 tables

2405.02501 2024-05-15 cs.CL cs.AI 90%

PICLe: Eliciting Diverse Behaviors from Large Language Models with Persona In-Context Learning

Hyeong Kyu Choi, Yixuan Li

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 ICML 2024

2405.07140 2024-05-14 cs.LG cs.AI cs.NI 90%

Edge Intelligence Optimization for Large Language Model Inference with Batching and Quantization

Xinyuan Zhang, Jiang Liu, Zehui Xiong, Yudong Huang, Gaochang Xie, Ran Zhang

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

2310.07298 2024-05-07 cs.AI cs.LG 90%

Beyond Memorization: Violating Privacy Via Inference with Large Language Models

Robin Staab, Mark Vero, Mislav Balunović, Martin Vechev

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

2405.02024 2024-05-06 cs.CL cs.AI 90%

Analyzing Narrative Processing in Large Language Models (LLMs): Using GPT4 to test BERT

Patrick Krauss, Jannik Hösch, Claus Metzner, Andreas Maier, Peter Uhrig, Achim Schilling

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

2405.01745 2024-05-06 cs.AI cs.LG cs.RO 90%

Large Language Models for UAVs: Current State and Pathways to the Future

Shumaila Javaid, Nasir Saeed, Bin 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

2405.00632 2024-05-02 cs.CL cs.AI 90%

When Quantization Affects Confidence of Large Language Models?

Irina Proskurina, Luc Brun, Guillaume Metzler, Julien Velcin

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.AI

Comments Accepted to NAACL 2024 Findings

2404.18271 2024-04-30 cs.CL cs.LG 90%

Parameter-Efficient Tuning Large Language Models for Graph Representation Learning

Qi Zhu, Da Zheng, Xiang Song, Shichang Zhang, Bowen Jin, Yizhou Sun, George Karypis

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

2404.14897 2024-04-24 cs.CL cs.AI 90%

Beyond the Speculative Game: A Survey of Speculative Execution in Large Language Models

Chen Zhang, Zhuorui Liu, Dawei Song

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, 4 figures, 1 table, rejected from IJCAI 2024, revision in progress

2310.09499 2024-04-24 cs.CL cs.AI 90%

One-Shot Sensitivity-Aware Mixed Sparsity Pruning for Large Language Models

Hang Shao, Bei Liu, Bo Xiao, Ke Zeng, Guanglu Wan, Yanmin Qian

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 ICASSP2024

2404.08695 2024-04-23 cs.CL cs.AI cs.IR 90%

Enhancing Question Answering for Enterprise Knowledge Bases using Large Language Models

Feihu Jiang, Chuan Qin, Kaichun Yao, Chuyu Fang, Fuzhen Zhuang, Hengshu Zhu, Hui Xiong

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 DASFAA 2024 Accepted

2402.15758 2024-04-19 cs.CL cs.AI 90%

Chimera: A Lossless Decoding Method for Accelerating Large Language Models Inference by Fusing all Tokens

Ziqian Zeng, Jiahong Yu, Qianshi Pang, Zihao Wang, Huiping Zhuang, Hongen Shao, Xiaofeng Zou

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

2404.09356 2024-04-16 cs.CY cs.AI cs.CL cs.ET 90%

LLeMpower: Understanding Disparities in the Control and Access of Large Language Models

Vishwas Sathish, Hannah Lin, Aditya K Kamath, Anish Nyayachavadi

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 11 total pages, 7 page text, 4 page references, 3 figures (with subfigures), 1 table

1. 效率与部署 22210 篇

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

IntactKV: Improving Large Language Model Quantization by Keeping Pivot Tokens Intact

Enhancing Q-Learning with Large Language Model Heuristics

Comparative Analysis of Different Efficient Fine Tuning Methods of Large Language Models (LLMs) in Low-Resource Setting

PICLe: Eliciting Diverse Behaviors from Large Language Models with Persona In-Context Learning

Edge Intelligence Optimization for Large Language Model Inference with Batching and Quantization

Beyond Memorization: Violating Privacy Via Inference with Large Language Models

Analyzing Narrative Processing in Large Language Models (LLMs): Using GPT4 to test BERT

Large Language Models for UAVs: Current State and Pathways to the Future

When Quantization Affects Confidence of Large Language Models?

Parameter-Efficient Tuning Large Language Models for Graph Representation Learning

Beyond the Speculative Game: A Survey of Speculative Execution in Large Language Models

One-Shot Sensitivity-Aware Mixed Sparsity Pruning for Large Language Models

Enhancing Question Answering for Enterprise Knowledge Bases using Large Language Models

Chimera: A Lossless Decoding Method for Accelerating Large Language Models Inference by Fusing all Tokens

LLeMpower: Understanding Disparities in the Control and Access of Large Language Models