语言大模型 / LLM - arXivDaily 专题

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

2408.08027 2024-10-14 eess.AS cs.CL cs.SD 89%

Enhancing Large Language Model-based Speech Recognition by Contextualization for Rare and Ambiguous Words

Kento Nozawa, Takashi Masuko, Toru Taniguchi

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

Comments 13 pages, 1 figure, and 7 tables

2410.07652 2024-10-11 cs.CL 89%

StablePrompt: Automatic Prompt Tuning using Reinforcement Learning for Large Language Models

Minchan Kwon, Gaeun Kim, Jongsuk Kim, Haeil Lee, Junmo Kim

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 2024 cam-ready

2410.06338 2024-10-10 cs.CL 89%

Are Large Language Models State-of-the-art Quality Estimators for Machine Translation of User-generated Content?

Shenbin Qian, Constantin Orăsan, Diptesh Kanojia, Félix do Carmo

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

2410.05802 2024-10-10 cs.CL 89%

Gradual Learning: Optimizing Fine-Tuning with Partially Mastered Knowledge in Large Language Models

Bozhou Li, Hao Liang, Yang Li, Fangcheng Fu, Hongzhi Yin, Conghui He, Wentao Zhang

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

2410.05608 2024-10-10 cs.CL 89%

Multimodal Large Language Models and Tunings: Vision, Language, Sensors, Audio, and Beyond

Soyeon Caren Han, Feiqi Cao, Josiah Poon, Roberto Navigli

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 Accepted at ACM-MM 2024

2410.05559 2024-10-10 cs.CL 89%

Attribute Controlled Fine-tuning for Large Language Models: A Case Study on Detoxification

Tao Meng, Ninareh Mehrabi, Palash Goyal, Anil Ramakrishna, Aram Galstyan, Richard Zemel, Kai-Wei Chang, Rahul Gupta, Charith Peris

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 EMNLP Findings

2406.08811 2024-10-08 cs.CL 89%

Mixture-of-Skills: Learning to Optimize Data Usage for Fine-Tuning Large Language Models

Minghao Wu, Thuy-Trang Vu, Lizhen Qu, Gholamreza Haffari

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

Comments 15 pages, 7 tables, 4 figures; Accepted by EMNLP2024 main

2402.05000 2024-10-08 cs.CL 89%

Pedagogical Alignment of Large Language Models

Shashank Sonkar, Kangqi Ni, Sapana Chaudhary, Richard G. Baraniuk

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 at EMNLP 2024 Findings Track

2404.14122 2024-10-07 cs.CL 89%

Fine-Tuning Large Language Models to Translate: Will a Touch of Noisy Data in Misaligned Languages Suffice?

Dawei Zhu, Pinzhen Chen, Miaoran Zhang, Barry Haddow, Xiaoyu Shen, Dietrich Klakow

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 2024 Main

2410.02631 2024-10-04 cs.CL 89%

Large Language Model for Multi-Domain Translation: Benchmarking and Domain CoT Fine-tuning

Tianxiang Hu, Pei Zhang, Baosong Yang, Jun Xie, Derek F. Wong, Rui Wang

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

2406.14208 2024-09-27 cs.AI 89%

SeCoKD: Aligning Large Language Models for In-Context Learning with Fewer Shots

Weixing Wang, Haojin Yang, Christoph Meinel

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

Comments preprint

2409.13202 2024-09-24 cs.CL 89%

CITI: Enhancing Tool Utilizing Ability in Large Language Models without Sacrificing General Performance

Yupu Hao, Pengfei Cao, Zhuoran Jin, Huanxuan Liao, Yubo Chen, Kang Liu, Jun Zhao

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

2409.05732 2024-09-10 cs.CL 89%

Towards Democratizing Multilingual Large Language Models For Medicine Through A Two-Stage Instruction Fine-tuning Approach

Meng Zhou, Surajsinh Parmar, Anubhav Bhatti

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

Comments Technical Report v1, work in progress

2409.01944 2024-09-04 cs.CL 89%

FuzzCoder: Byte-level Fuzzing Test via Large Language Model

Liqun Yang, Jian Yang, Chaoren Wei, Guanglin Niu, Ge Zhang, Yunli Wang, Linzheng ChaI, Wanxu Xia, Hongcheng Guo, Shun Zhang, Jiaheng Liu, Yuwei Yin, Junran Peng, Jiaxin Ma, Liang Sun, Zhoujun Li

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

Comments 11 pages

2404.11288 2024-08-30 cs.CL 89%

A Preference-driven Paradigm for Enhanced Translation with Large Language Models

Dawei Zhu, Sony Trenous, Xiaoyu Shen, Dietrich Klakow, Bill Byrne, Eva Hasler

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 NAACL 2024 (long, main)

2408.11061 2024-08-22 cs.CL 89%

StructuredRAG: JSON Response Formatting with Large Language Models

Connor Shorten, Charles Pierse, Thomas Benjamin Smith, Erika Cardenas, Akanksha Sharma, John Trengrove, Bob van Luijt

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

Comments Preprint. 10 pages, 6 figures

2408.10715 2024-08-21 cs.AI 89%

Fine-Tuning a Local LLaMA-3 Large Language Model for Automated Privacy-Preserving Physician Letter Generation in Radiation Oncology

Yihao Hou, Christoph Bert, Ahmed Gomaa, Godehard Lahmer, Daniel Hoefler, Thomas Weissmann, Raphaela Voigt, Philipp Schubert, Charlotte Schmitter, Alina Depardon, Sabine Semrau, Andreas Maier, Rainer Fietkau, Yixing Huang, Florian Putz

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

2408.06574 2024-08-14 cs.CL 89%

SparkRA: A Retrieval-Augmented Knowledge Service System Based on Spark Large Language Model

Dayong Wu, Jiaqi Li, Baoxin Wang, Honghong Zhao, Siyuan Xue, Yanjie Yang, Zhijun Chang, Rui Zhang, Li Qian, Bo Wang, Shijin Wang, Zhixiong Zhang, Guoping Hu

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

1. 指令微调 11547 篇

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

Enhancing Large Language Model-based Speech Recognition by Contextualization for Rare and Ambiguous Words

StablePrompt: Automatic Prompt Tuning using Reinforcement Learning for Large Language Models

Are Large Language Models State-of-the-art Quality Estimators for Machine Translation of User-generated Content?

Gradual Learning: Optimizing Fine-Tuning with Partially Mastered Knowledge in Large Language Models

Multimodal Large Language Models and Tunings: Vision, Language, Sensors, Audio, and Beyond

Attribute Controlled Fine-tuning for Large Language Models: A Case Study on Detoxification

Mixture-of-Skills: Learning to Optimize Data Usage for Fine-Tuning Large Language Models

Pedagogical Alignment of Large Language Models

Fine-Tuning Large Language Models to Translate: Will a Touch of Noisy Data in Misaligned Languages Suffice?

Large Language Model for Multi-Domain Translation: Benchmarking and Domain CoT Fine-tuning

SeCoKD: Aligning Large Language Models for In-Context Learning with Fewer Shots

CITI: Enhancing Tool Utilizing Ability in Large Language Models without Sacrificing General Performance

Towards Democratizing Multilingual Large Language Models For Medicine Through A Two-Stage Instruction Fine-tuning Approach

FuzzCoder: Byte-level Fuzzing Test via Large Language Model

A Preference-driven Paradigm for Enhanced Translation with Large Language Models

StructuredRAG: JSON Response Formatting with Large Language Models

Fine-Tuning a Local LLaMA-3 Large Language Model for Automated Privacy-Preserving Physician Letter Generation in Radiation Oncology

SparkRA: A Retrieval-Augmented Knowledge Service System Based on Spark Large Language Model