语言大模型 / LLM - arXivDaily 专题

2501.04323 2025-01-22 cs.LG cs.CR 89%

Navigating the Designs of Privacy-Preserving Fine-tuning for Large Language Models

Haonan Shi, Tu Ouyang, An Wang

专题命中指令微调：large language model(title,abstract)；language model(title,abstract)；instruction tuning(abstract)；分类 cs.LG

Comments Accepted to WWW 2025

2501.09521 2025-01-17 cs.HC cs.CL 89%

Augmenting a Large Language Model with a Combination of Text and Visual Data for Conversational Visualization of Global Geospatial Data

Omar Mena, Alexandre Kouyoumdjian, Lonni Besançon, Michael Gleicher, Ivan Viola, Anders Ynnerman

专题命中指令微调：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL

2309.10524 2025-01-08 eess.AS cs.CL cs.SD 89%

Harnessing the Zero-Shot Power of Instruction-Tuned Large Language Model in End-to-End Speech Recognition

Yosuke Higuchi, Tetsuji Ogawa, Tetsunori Kobayashi

专题命中指令微调：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL

Comments Accepted to ICASSP2025

2405.16833 2025-01-07 cs.LG 89%

Safe LoRA: the Silver Lining of Reducing Safety Risks when Fine-tuning Large Language Models

Chia-Yi Hsu, Yu-Lin Tsai, Chih-Hsun Lin, Pin-Yu Chen, Chia-Mu Yu, Chun-Ying Huang

专题命中指令微调：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.LG

Comments This is the camera-ready version accepted for NeurIPS 2024

2412.17383 2024-12-24 cs.CL 89%

Interweaving Memories of a Siamese Large Language Model

Xin Song, Zhikai Xue, Guoxiu He, Jiawei Liu, Wei Lu

专题命中指令微调：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL

Comments Accepted by AAAI 2025 Main Conference

2412.11145 2024-12-24 cs.CL 89%

The Superalignment of Superhuman Intelligence with Large Language Models

Minlie Huang, Yingkang Wang, Shiyao Cui, Pei Ke, Jie Tang

专题命中指令微调：large language model(title,abstract)；language model(title,abstract)；pretraining(abstract)；分类 cs.CL

Comments Under review of Science China

2405.09454 2024-12-19 cs.CL 89%

Tell Me Why: Explainable Public Health Fact-Checking with Large Language Models

Majid Zarharan, Pascal Wullschleger, Babak Behkam Kia, Mohammad Taher Pilehvar, Jennifer Foster

专题命中指令微调：large language model(title,abstract)；language model(title,abstract)；prompting(abstract)；分类 cs.CL

2412.12893 2024-12-18 cs.CL 89%

Question: How do Large Language Models perform on the Question Answering tasks? Answer:

Kevin Fischer, Darren Fürst, Sebastian Steindl, Jakob Lindner, Ulrich Schäfer

专题命中指令微调：large language model(title,abstract)；language model(title,abstract)；prompting(abstract)；分类 cs.CL

Comments Accepted at SAI Computing Conference 2025

2409.09628 2024-12-12 cs.CV cs.AI cs.MM 89%

Can Large Language Models Grasp Event Signals? Exploring Pure Zero-Shot Event-based Recognition

Zongyou Yu, Qiang Qu, Xiaoming Chen, Chen Wang

专题命中指令微调：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.AI

2405.10523 2024-12-10 cs.CL 89%

Adaptable and Reliable Text Classification using Large Language Models

Zhiqiang Wang, Yiran Pang, Yanbin Lin, Xingquan Zhu

专题命中指令微调：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL

Comments ICDM Workshop ARRL 2024

2406.12227 2024-12-02 cs.AI 89%

Refine Large Language Model Fine-tuning via Instruction Vector

Gangwei Jiang, Zhaoyi Li, Defu Lian, Ying Wei

专题命中指令微调：large language model(title,abstract)；language model(title,abstract)；post-training(abstract)；分类 cs.AI

2411.16991 2024-11-27 cs.CL 89%

Dynamic Self-Distillation via Previous Mini-batches for Fine-tuning Small Language Models

Yao Fu, Yin Yu, Xiaotian Han, Runchao Li, Xianxuan Long, Haotian Yu, Pan Li

专题命中指令微调：language model(title,abstract)；small language model(title,abstract)；large language model(abstract)；分类 cs.CL

Comments Work in progress

2402.10779 2024-11-27 cs.CL 89%

A Condensed Transition Graph Framework for Zero-shot Link Prediction with Large Language Models

Mingchen Li, Chen Ling, Rui Zhang, Liang Zhao

专题命中指令微调：large language model(title,abstract)；language model(title,abstract)；instruction tuning(abstract)；分类 cs.CL

Comments Published as a conference paper at ICDM 2024

2411.16561 2024-11-26 cs.SE cs.CL 89%

EnStack: An Ensemble Stacking Framework of Large Language Models for Enhanced Vulnerability Detection in Source Code

Shahriyar Zaman Ridoy, Md. Shazzad Hossain Shaon, Alfredo Cuzzocrea, Mst Shapna Akter

专题命中指令微调：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL

Comments Accepted in 2024 IEEE International Conference on Big Data (IEEE BigData 2024)

2406.01775 2024-11-26 cs.CL 89%

OLoRA: Orthonormal Low-Rank Adaptation of Large Language Models

Kerim Büyükakyüz

专题命中指令微调：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL

Comments 10 pages, 5 figures

2411.14121 2024-11-22 cs.CL 89%

Learning from "Silly" Questions Improves Large Language Models, But Only Slightly

Tingyuan Zhu, Shudong Liu, Yidong Wang, Derek F. Wong, Han Yu, Takahiro Shinozaki, Jindong Wang

专题命中指令微调：large language model(title,abstract)；language model(title,abstract)；SFT(abstract)；分类 cs.CL

Comments 27 pages, 14 figures

2405.05508 2024-11-21 cs.IR cs.AI 89%

Redefining Information Retrieval of Structured Database via Large Language Models

Mingzhu Wang, Yuzhe Zhang, Qihang Zhao, Junyi Yang, Hong Zhang

专题命中指令微调：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.AI

2409.20181 2024-11-21 cs.CL 89%

Reference Trustable Decoding: A Training-Free Augmentation Paradigm for Large Language Models

Luohe Shi, Yao Yao, Zuchao Li, Lefei Zhang, Hai Zhao

专题命中指令微调：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL

Comments Accepted by the Thirty-Eighth Annual Conference on Neural Information Processing Systems (NeurIPS 2024)

2411.09341 2024-11-15 cs.LG 89%

Approximated Variational Bayesian Inverse Reinforcement Learning for Large Language Model Alignment

Yuang Cai, Yuyu Yuan, Jinsheng Shi, Qinhong Lin

专题命中指令微调：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.LG

2411.04539 2024-11-08 cs.IR cs.CL 89%

Best Practices for Distilling Large Language Models into BERT for Web Search Ranking

Dezhi Ye, Junwei Hu, Jiabin Fan, Bowen Tian, Jie Liu, Haijin Liang, Jin Ma

专题命中指令微调：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL

Comments Arxiv Version

2411.01706 2024-11-05 cs.CL 89%

Investigating Large Language Models for Complex Word Identification in Multilingual and Multidomain Setups

Răzvan-Alexandru Smădu, David-Gabriel Ion, Dumitru-Clementin Cercel, Florin Pop, Mihaela-Claudia Cercel

专题命中指令微调：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL

Comments 37 pages, 16 figures, Accepted by EMNLP 2024

2411.00985 2024-11-05 cs.CL 89%

FedDTPT: Federated Discrete and Transferable Prompt Tuning for Black-Box Large Language Models

Jiaqi Wu, Simin Chen, Yuzhe Yang, Yijiang Li, Shiyue Hou, Rui Jing, Zehua Wang, Wei Chen, Zijian Tian

专题命中指令微调：large language model(title,abstract)；language model(title,abstract)；foundation model(abstract)；分类 cs.CL

2405.18641 2024-10-30 cs.LG 89%

Lisa: Lazy Safety Alignment for Large Language Models against Harmful Fine-tuning Attack

Tiansheng Huang, Sihao Hu, Fatih Ilhan, Selim Furkan Tekin, Ling Liu

专题命中指令微调：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.LG

Comments Accepted by NeurIPS2024. arXiv admin note: substantial text overlap with arXiv:2402.01109

2410.17018 2024-10-23 cs.CL 89%

Exploring Forgetting in Large Language Model Pre-Training

Chonghua Liao, Ruobing Xie, Xingwu Sun, Haowen Sun, Zhanhui Kang

专题命中指令微调：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL

2410.16977 2024-10-23 cs.CL 89%

IPL: Leveraging Multimodal Large Language Models for Intelligent Product Listing

Kang Chen, Qingheng Zhang, Chengbao Lian, Yixin Ji, Xuwei Liu, Shuguang Han, Guoqiang Wu, Fei Huang, Jufeng Chen

专题命中指令微调：large language model(title,abstract)；language model(title,abstract)；instruction tuning(abstract)；分类 cs.CL

2406.12074 2024-10-23 cs.CL 89%

COMMUNITY-CROSS-INSTRUCT: Unsupervised Instruction Generation for Aligning Large Language Models to Online Communities

Zihao He, Minh Duc Chu, Rebecca Dorn, Siyi Guo, Kristina Lerman

专题命中指令微调：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL

2310.14626 2024-10-21 cs.CL cs.IR 89%

Conversational Recommender System and Large Language Model Are Made for Each Other in E-commerce Pre-sales Dialogue

Yuanxing Liu, Wei-Nan Zhang, Yifan Chen, Yuchi Zhang, Haopeng Bai, Fan Feng, Hengbin Cui, Yongbin Li, Wanxiang Che

专题命中指令微调：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL

Comments EMNLP 2023 Findings

2406.11341 2024-10-18 cs.CL 89%

A Systematic Analysis of Large Language Models as Soft Reasoners: The Case of Syllogistic Inferences

Leonardo Bertolazzi, Albert Gatt, Raffaella Bernardi

专题命中指令微调：large language model(title,abstract)；language model(title,abstract)；SFT(abstract)；分类 cs.CL

Comments Accepted to EMNLP 2024 (main conference)

2307.06435 2024-10-18 cs.CL 89%

A Comprehensive Overview of Large Language Models

Humza Naveed, Asad Ullah Khan, Shi Qiu, Muhammad Saqib, Saeed Anwar, Muhammad Usman, Naveed Akhtar, Nick Barnes, Ajmal Mian

专题命中指令微调：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL

2410.09234 2024-10-15 cs.CL 89%

Fine-Tuning In-House Large Language Models to Infer Differential Diagnosis from Radiology Reports

Luoyao Chen, Revant Teotia, Antonio Verdone, Aidan Cardall, Lakshay Tyagi, Yiqiu Shen, Sumit Chopra

专题命中指令微调：large language model(title,abstract)；language model(title,abstract)；LLM(abstract)；分类 cs.CL

Comments 10 pages, 2 figures, 4 tables

1. 指令微调 11653 篇

Navigating the Designs of Privacy-Preserving Fine-tuning for Large Language Models

Augmenting a Large Language Model with a Combination of Text and Visual Data for Conversational Visualization of Global Geospatial Data

Harnessing the Zero-Shot Power of Instruction-Tuned Large Language Model in End-to-End Speech Recognition

Safe LoRA: the Silver Lining of Reducing Safety Risks when Fine-tuning Large Language Models

Interweaving Memories of a Siamese Large Language Model

The Superalignment of Superhuman Intelligence with Large Language Models

Tell Me Why: Explainable Public Health Fact-Checking with Large Language Models

Question: How do Large Language Models perform on the Question Answering tasks? Answer:

Can Large Language Models Grasp Event Signals? Exploring Pure Zero-Shot Event-based Recognition

Adaptable and Reliable Text Classification using Large Language Models

Refine Large Language Model Fine-tuning via Instruction Vector

Dynamic Self-Distillation via Previous Mini-batches for Fine-tuning Small Language Models

A Condensed Transition Graph Framework for Zero-shot Link Prediction with Large Language Models

EnStack: An Ensemble Stacking Framework of Large Language Models for Enhanced Vulnerability Detection in Source Code

OLoRA: Orthonormal Low-Rank Adaptation of Large Language Models

Learning from "Silly" Questions Improves Large Language Models, But Only Slightly

Redefining Information Retrieval of Structured Database via Large Language Models

Reference Trustable Decoding: A Training-Free Augmentation Paradigm for Large Language Models

Approximated Variational Bayesian Inverse Reinforcement Learning for Large Language Model Alignment

Best Practices for Distilling Large Language Models into BERT for Web Search Ranking

Investigating Large Language Models for Complex Word Identification in Multilingual and Multidomain Setups

FedDTPT: Federated Discrete and Transferable Prompt Tuning for Black-Box Large Language Models

Lisa: Lazy Safety Alignment for Large Language Models against Harmful Fine-tuning Attack

Exploring Forgetting in Large Language Model Pre-Training

IPL: Leveraging Multimodal Large Language Models for Intelligent Product Listing

COMMUNITY-CROSS-INSTRUCT: Unsupervised Instruction Generation for Aligning Large Language Models to Online Communities

Conversational Recommender System and Large Language Model Are Made for Each Other in E-commerce Pre-sales Dialogue

A Systematic Analysis of Large Language Models as Soft Reasoners: The Case of Syllogistic Inferences

A Comprehensive Overview of Large Language Models

Fine-Tuning In-House Large Language Models to Infer Differential Diagnosis from Radiology Reports