语言大模型 / LLM - arXivDaily 专题

2310.14225 2023-10-24 cs.CL 89%

Customising General Large Language Models for Specialised Emotion Recognition Tasks

Liyizhe Peng, Zixing Zhang, Tao Pang, Jing Han, Huan Zhao, Hao Chen, Björn W. Schuller

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

2305.11862 2023-10-24 cs.CL 89%

Reducing Sequence Length by Predicting Edit Operations with Large Language Models

Masahiro Kaneko, Naoaki Okazaki

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 EMNLP2023

2310.13243 2023-10-23 cs.IR cs.CL 89%

Open-source Large Language Models are Strong Zero-shot Query Likelihood Models for Document Ranking

Shengyao Zhuang, Bing Liu, Bevan Koopman, Guido Zuccon

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

Comments 5 pages

2310.08922 2023-10-16 cs.LG 89%

LLaMA Rider: Spurring Large Language Models to Explore the Open World

Yicheng Feng, Yuxuan Wang, Jiazheng Liu, Sipeng Zheng, Zongqing Lu

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

Comments 18 pages

2303.07678 2023-10-12 cs.IR cs.CL 89%

Query2doc: Query Expansion with Large Language Models

Liang Wang, Nan Yang, Furu Wei

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 to EMNLP 2023

2310.02050 2023-10-04 cs.CL cs.CV 89%

Tuning Large language model for End-to-end Speech Translation

Hao Zhang, Nianwen Si, Yaqi Chen, Wenlin Zhang, Xukui Yang, Dan Qu, Xiaolin Jiao

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

2310.01726 2023-10-04 cs.SE cs.LG 89%

Large Language Models for Test-Free Fault Localization

Aidan Z. H. Yang, Ruben Martins, Claire Le Goues, Vincent J. Hellendoorn

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

2310.00230 2023-10-03 cs.CL cs.SD eess.AS 89%

SLM: Bridge the thin gap between speech and text foundation models

Mingqiu Wang, Wei Han, Izhak Shafran, Zelin Wu, Chung-Cheng Chiu, Yuan Cao, Yongqiang Wang, Nanxin Chen, Yu Zhang, Hagen Soltau, Paul Rubenstein, Lukas Zilka, Dian Yu, Zhong Meng, Golan Pundak, Nikhil Siddhartha, Johan Schalkwyk, Yonghui Wu

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

2309.11325 2023-09-26 cs.CL 89%

DISC-LawLLM: Fine-tuning Large Language Models for Intelligent Legal Services

Shengbin Yue, Wei Chen, Siyuan Wang, Bingxuan Li, Chenchen Shen, Shujun Liu, Yuxuan Zhou, Yao Xiao, Song Yun, Xuanjing Huang, Zhongyu Wei

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

2309.08859 2023-09-19 cs.LG 89%

Rethinking Learning Rate Tuning in the Era of Large Language Models

Hongpeng Jin, Wenqi Wei, Xuyu Wang, Wenbin Zhang, Yanzhao Wu

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

2309.08181 2023-09-18 cs.CL 89%

Large Language Models for Failure Mode Classification: An Investigation

Michael Stewart, Melinda Hodkiewicz, Sirui 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 8 pages, 3 tables

2309.06419 2023-09-13 cs.CL 89%

Radiology-Llama2: Best-in-Class Large Language Model for Radiology

Zhengliang Liu, Yiwei Li, Peng Shu, Aoxiao Zhong, Longtao Yang, Chao Ju, Zihao Wu, Chong Ma, Jie Luo, Cheng Chen, Sekeun Kim, Jiang Hu, Haixing Dai, Lin Zhao, Dajiang Zhu, Jun Liu, Wei Liu, Dinggang Shen, Tianming Liu, Quanzheng Li, Xiang Li

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

2210.03821 2023-08-15 cs.LG 89%

Large Language Models can Implement Policy Iteration

Ethan Brooks, Logan Walls, Richard L. Lewis, Satinder Singh

专题命中指令微调：language model(title,abstract)；large language model(title)；foundation model(abstract)；pretraining(abstract)

Comments 10 pages, 4 figures, submitted to ICLR 2023

2308.06212 2023-08-14 cs.IR cs.CL 89%

A Large Language Model Enhanced Conversational Recommender System

Yue Feng, Shuchang Liu, Zhenghai Xue, Qingpeng Cai, Lantao Hu, Peng Jiang, Kun Gai, Fei Sun

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

2307.06018 2023-07-13 cs.CL 89%

PolyLM: An Open Source Polyglot Large Language Model

Xiangpeng Wei, Haoran Wei, Huan Lin, Tianhao Li, Pei Zhang, Xingzhang Ren, Mei Li, Yu Wan, Zhiwei Cao, Binbin Xie, Tianxiang Hu, Shangjie Li, Binyuan Hui, Bowen Yu, Dayiheng Liu, Baosong Yang, Fei Huang, Jun Xie

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

2306.01006 2023-06-27 cs.CL cs.HC 89%

Scaling Evidence-based Instructional Design Expertise through Large Language Models

Gautam Yadav

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

2305.06500 2023-06-16 cs.CV cs.LG 89%

InstructBLIP: Towards General-purpose Vision-Language Models with Instruction Tuning

Wenliang Dai, Junnan Li, Dongxu Li, Anthony Meng Huat Tiong, Junqi Zhao, Weisheng Wang, Boyang Li, Pascale Fung, Steven Hoi

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

Comments preprint

2306.04136 2023-06-08 cs.CL 89%

Knowledge-Augmented Language Model Prompting for Zero-Shot Knowledge Graph Question Answering

Jinheon Baek, Alham Fikri Aji, Amir Saffari

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

2305.18752 2023-05-31 cs.CV cs.CL 89%

GPT4Tools: Teaching Large Language Model to Use Tools via Self-instruction

Rui Yang, Lin Song, Yanwei Li, Sijie Zhao, Yixiao Ge, Xiu Li, Ying Shan

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

2305.18153 2023-05-31 cs.CL 89%

Do Large Language Models Know What They Don't Know?

Zhangyue Yin, Qiushi Sun, Qipeng Guo, Jiawen Wu, Xipeng Qiu, Xuanjing Huang

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 10 pages, 9 figures, accepted by Findings of ACL2023

2305.11159 2023-05-19 cs.CL 89%

Aligning Instruction Tasks Unlocks Large Language Models as Zero-Shot Relation Extractors

Kai Zhang, Bernal Jiménez Gutiérrez, Yu Su

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

Comments ACL 2023 Findings; The code is available at https://github.com/OSU-NLP-Group/QA4RE

2305.07001 2023-05-12 cs.IR cs.CL 89%

Recommendation as Instruction Following: A Large Language Model Empowered Recommendation Approach

Junjie Zhang, Ruobing Xie, Yupeng Hou, Wayne Xin Zhao, Leyu Lin, Ji-Rong Wen

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

2210.15042 2023-05-02 cs.CR cs.CL 89%

Privately Fine-Tuning Large Language Models with Differential Privacy

Rouzbeh Behnia, Mohamamdreza Ebrahimi, Jason Pacheco, Balaji Padmanabhan

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

Comments Publised at IEEE ICDM Workshop on Machine Learning for Cybersecurity (MLC) 2022

Journal ref 2022 IEEE International Conference on Data Mining Workshops (ICDMW), pp. 560-566

2304.08109 2023-04-19 cs.CL 89%

A Comparative Study between Full-Parameter and LoRA-based Fine-Tuning on Chinese Instruction Data for Instruction Following Large Language Model

Xianghui Sun, Yunjie Ji, Baochang Ma, Xiangang Li

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

2212.11140 2022-12-22 cs.PL cs.LG cs.SE 89%

Benchmarking Large Language Models for Automated Verilog RTL Code Generation

Shailja Thakur, Baleegh Ahmad, Zhenxing Fan, Hammond Pearce, Benjamin Tan, Ramesh Karri, Brendan Dolan-Gavitt, Siddharth Garg

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 in DATE 2023. 7 pages, 4 tables, 7 figures

2205.03767 2022-05-12 cs.CL 89%

Context-Aware Abbreviation Expansion Using Large Language Models

Shanqing Cai, Subhashini Venugopalan, Katrin Tomanek, Ajit Narayanan, Meredith Ringel Morris, Michael P. Brenner

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 figures, 8 tables. Accepted as a long paper at NAACL 2022

2109.03910 2022-04-01 cs.CL 89%

A Recipe For Arbitrary Text Style Transfer with Large Language Models

Emily Reif, Daphne Ippolito, Ann Yuan, Andy Coenen, Chris Callison-Burch, Jason Wei

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

2409.11919 2025-03-07 cs.CV 89%

LLM-wrapper: Black-Box Semantic-Aware Adaptation of Vision-Language Models for Referring Expression Comprehension

Amaia Cardiel, Eloi Zablocki, Elias Ramzi, Oriane Siméoni, Matthieu Cord

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

Comments LLM-wrapper (v3) is published as a conference paper at ICLR 2025. (v1 was presented at EVAL-FoMo workshop, ECCV 2024.)

2607.22067 2026-08-18 cs.CL cs.AI 版本更新 89%

Multimodal Language Models Benchmarked Against the NRC Reactor Operator Licensing Examination: Fine-Tuning and Retrieval Strategies

基于美国核管理委员会反应堆操作员执照考试的多模态语言模型微调与检索策略基准测试

Isak Hwang, Yoon Pyo Lee, Syed Bahauddin Alam

机构 * organization= Department of Nuclear Engineering, Hanyang University , addressline= 222 Wangsimni-ro , postcode= 04763 , state= Seongdong-gu , city= Seoul , country= South Korea ； organization= The Grainger College of Engineering, Nuclear, Plasma \& Radiological Engineering, University of Illinois Urbana-Champaign , city= Urbana , state= IL , country= USA

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

AI总结该研究针对美国核管理委员会反应堆操作员执照考试，评估310亿参数多模态模型应用核知识的能力，通过对比基础模型与多种微调及检索配置，发现固定大小分块RAG的SFT配置表现最佳，并揭示了分块策略规律及RAFT与SFT的性能差异。

2608.11715 2026-08-13 cs.CL cs.AI 新提交 89%

When the API Speaks the Wrong Language: Revisiting Post-Training for Multilingual Tool Use

当API“说错”语言：重新审视多语言工具使用的后训练

Siddharth Chauhan, Thomas Butler, Abhishek Singhania, Pankaj Porwal, Honey Gupta

机构 * Amazon（亚马逊）

专题命中指令微调：post-training(title,abstract)；SFT(abstract,abstract_cn)；large language model(abstract)；language model(abstract)

AI总结针对多语言API调用中存在的参数语言不匹配问题，研究发现监督微调可实现接近或优于复杂强化学习方法的性能，强化学习仅能提供渐进式改进。

1. 指令微调 11653 篇

Customising General Large Language Models for Specialised Emotion Recognition Tasks

Reducing Sequence Length by Predicting Edit Operations with Large Language Models

Open-source Large Language Models are Strong Zero-shot Query Likelihood Models for Document Ranking

LLaMA Rider: Spurring Large Language Models to Explore the Open World

Query2doc: Query Expansion with Large Language Models

Tuning Large language model for End-to-end Speech Translation

Large Language Models for Test-Free Fault Localization

SLM: Bridge the thin gap between speech and text foundation models

DISC-LawLLM: Fine-tuning Large Language Models for Intelligent Legal Services

Rethinking Learning Rate Tuning in the Era of Large Language Models

Large Language Models for Failure Mode Classification: An Investigation

Radiology-Llama2: Best-in-Class Large Language Model for Radiology

Large Language Models can Implement Policy Iteration

A Large Language Model Enhanced Conversational Recommender System

PolyLM: An Open Source Polyglot Large Language Model

Scaling Evidence-based Instructional Design Expertise through Large Language Models

InstructBLIP: Towards General-purpose Vision-Language Models with Instruction Tuning

Knowledge-Augmented Language Model Prompting for Zero-Shot Knowledge Graph Question Answering

GPT4Tools: Teaching Large Language Model to Use Tools via Self-instruction

Do Large Language Models Know What They Don't Know?

Aligning Instruction Tasks Unlocks Large Language Models as Zero-Shot Relation Extractors

Recommendation as Instruction Following: A Large Language Model Empowered Recommendation Approach

Privately Fine-Tuning Large Language Models with Differential Privacy

A Comparative Study between Full-Parameter and LoRA-based Fine-Tuning on Chinese Instruction Data for Instruction Following Large Language Model

Benchmarking Large Language Models for Automated Verilog RTL Code Generation

Context-Aware Abbreviation Expansion Using Large Language Models

A Recipe For Arbitrary Text Style Transfer with Large Language Models

LLM-wrapper: Black-Box Semantic-Aware Adaptation of Vision-Language Models for Referring Expression Comprehension

Multimodal Language Models Benchmarked Against the NRC Reactor Operator Licensing Examination: Fine-Tuning and Retrieval Strategies

When the API Speaks the Wrong Language: Revisiting Post-Training for Multilingual Tool Use