语言大模型 / LLM - arXivDaily 专题

2303.10494 2024-12-11 cs.SE cs.LG 90%

Revisiting the Plastic Surgery Hypothesis via Large Language Models

Chunqiu Steven Xia, Yifeng Ding, Lingming Zhang

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

Journal ref ASE 2023: Proceedings of the 38th IEEE/ACM International Conference on Automated Software Engineering

2408.06273 2024-10-29 cs.CL 90%

FuxiTranyu: A Multilingual Large Language Model Trained with Balanced Data

Haoran Sun, Renren Jin, Shaoyang Xu, Leiyu Pan, Supryadi, Menglong Cui, Jiangcun Du, Yikun Lei, Lei Yang, Ling Shi, Juesi Xiao, Shaolin Zhu, Deyi Xiong

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

Comments Accepted to EMNLP 2024 Industry Track

2405.17888 2024-10-29 cs.AI 90%

Getting More Juice Out of the SFT Data: Reward Learning from Human Demonstration Improves SFT for LLM Alignment

Jiaxiang Li, Siliang Zeng, Hoi-To Wai, Chenliang Li, Alfredo Garcia, Mingyi Hong

专题命中指令微调：LLM(title,abstract)；SFT(title,abstract)；foundation model(abstract)；RLHF(abstract)

2410.17599 2024-10-24 cs.CL 90%

Cross-model Control: Improving Multiple Large Language Models in One-time Training

Jiayi Wu, Hao Sun, Hengyi Cai, Lixin Su, Shuaiqiang Wang, Dawei Yin, Xiang Li, Ming Gao

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

Comments Accepted by NeurIPS 2024

2309.09969 2024-10-16 cs.RO cs.LG cs.SY eess.SY 90%

Prompt a Robot to Walk with Large Language Models

Yen-Jen Wang, Bike Zhang, Jianyu Chen, Koushil Sreenath

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

Comments Conference on Decision and Control (CDC), 2024

2410.11370 2024-10-16 cs.CL cs.IR 90%

Enhance Graph Alignment for Large Language Models

Haitong Luo, Xuying Meng, Suhang Wang, Tianxiang Zhao, Fali Wang, Hanyun Cao, Yujun Zhang

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

Comments Under review

2410.07830 2024-10-11 cs.CL 90%

NusaMT-7B: Machine Translation for Low-Resource Indonesian Languages with Large Language Models

William Tan, Kevin Zhu

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

Comments Accepted to SoLaR @ NeurIPS 2024

2408.12780 2024-10-07 cs.CL 90%

Quality or Quantity? On Data Scale and Diversity in Adapting Large Language Models for Low-Resource Translation

Vivek Iyer, Bhavitvya Malik, Pavel Stepachev, Pinzhen Chen, Barry Haddow, Alexandra Birch

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

Comments 10 pages, 6 figures

2410.00361 2024-10-02 cs.CL 90%

PclGPT: A Large Language Model for Patronizing and Condescending Language Detection

Hongbo Wang, Mingda Li, Junyu Lu, Hebin Xia, Liang Yang, Bo Xu, Ruizhu Liu, Hongfei Lin

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

Comments Accepted for EMNLP2024 (Findings)

2402.02338 2024-08-07 cs.NI cs.LG 90%

NetLLM: Adapting Large Language Models for Networking

Duo Wu, Xianda Wang, Yaqi Qiao, Zhi Wang, Junchen Jiang, Shuguang Cui, Fangxin Wang

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

Comments This paper has been accepted by ACM SIGCOMM 2024. DOI: https://doi.org/10.1145/3651890.3672268

2407.19672 2024-07-30 cs.CL 90%

SeaLLMs 3: Open Foundation and Chat Multilingual Large Language Models for Southeast Asian Languages

Wenxuan Zhang, Hou Pong Chan, Yiran Zhao, Mahani Aljunied, Jianyu Wang, Chaoqun Liu, Yue Deng, Zhiqiang Hu, Weiwen Xu, Yew Ken Chia, Xin Li, Lidong Bing

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

2402.16568 2024-07-25 cs.CL 90%

Two-stage Generative Question Answering on Temporal Knowledge Graph Using Large Language Models

Yifu Gao, Linbo Qiao, Zhigang Kan, Zhihua Wen, Yongquan He, Dongsheng Li

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

Comments Accepted by ACL(Findings) 2024

2406.00247 2024-07-18 cs.IR cs.AI 90%

Large Language Models for Relevance Judgment in Product Search

Navid Mehrdad, Hrushikesh Mohapatra, Mossaab Bagdouri, Prijith Chandran, Alessandro Magnani, Xunfan Cai, Ajit Puthenputhussery, Sachin Yadav, Tony Lee, ChengXiang Zhai, Ciya Liao

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

Comments 10 pages, 1 figure, 11 tables - SIGIR 2024, LLM4Eval

2407.09688 2024-07-16 cs.CL 90%

Large Language Models for Integrating Social Determinant of Health Data: A Case Study on Heart Failure 30-Day Readmission Prediction

Chase Fensore, Rodrigo M. Carrillo-Larco, Shivani A. Patel, Alanna A. Morris, Joyce C. Ho

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

Comments 36 pages including references and appendix. This is a work in progress

2402.00371 2024-07-08 cs.CL 90%

What Does the Bot Say? Opportunities and Risks of Large Language Models in Social Media Bot Detection

Shangbin Feng, Herun Wan, Ningnan Wang, Zhaoxuan Tan, Minnan Luo, Yulia Tsvetkov

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

Comments ACL 2024

2406.16229 2024-06-25 cs.CL 90%

Multi-Objective Linguistic Control of Large Language Models

Dang Nguyen, Jiuhai Chen, Tianyi Zhou

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

2406.07296 2024-06-12 cs.RO cs.CL 90%

Instruct Large Language Models to Drive like Humans

Ruijun Zhang, Xianda Guo, Wenzhao Zheng, Chenming Zhang, Kurt Keutzer, Long Chen

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

Comments project page: https://github.com/bonbon-rj/InstructDriver

2406.01026 2024-06-07 cs.CL 90%

Strengthened Symbol Binding Makes Large Language Models Reliable Multiple-Choice Selectors

Mengge Xue, Zhenyu Hu, Liqun Liu, Kuo Liao, Shuang Li, Honglin Han, Meng Zhao, Chengguo Yin

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

Comments Accept at ACL2024 Main

Journal ref ACL 2024

2404.17835 2024-04-30 cs.CL 90%

VANER: Leveraging Large Language Model for Versatile and Adaptive Biomedical Named Entity Recognition

Junyi Biana, Weiqi Zhai, Xiaodi Huang, Jiaxuan Zheng, Shanfeng Zhu

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

2404.13556 2024-04-23 cs.IR cs.CL 90%

ChatRetriever: Adapting Large Language Models for Generalized and Robust Conversational Dense Retrieval

Kelong Mao, Chenlong Deng, Haonan Chen, Fengran Mo, Zheng Liu, Tetsuya Sakai, Zhicheng Dou

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

2310.06671 2024-04-16 cs.CL 90%

Making Large Language Models Perform Better in Knowledge Graph Completion

Yichi Zhang, Zhuo Chen, Lingbing Guo, Yajing Xu, Wen Zhang, Huajun Chen

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

Comments Working in progress

2308.12032 2024-04-09 cs.CL 90%

From Quantity to Quality: Boosting LLM Performance with Self-Guided Data Selection for Instruction Tuning

Ming Li, Yong Zhang, Zhitao Li, Jiuhai Chen, Lichang Chen, Ning Cheng, Jianzong Wang, Tianyi Zhou, Jing Xiao

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

Comments NAACL, Camera-ready

2404.00213 2024-04-04 cs.CL 90%

Injecting New Knowledge into Large Language Models via Supervised Fine-Tuning

Nick Mecklenburg, Yiyou Lin, Xiaoxiao Li, Daniel Holstein, Leonardo Nunes, Sara Malvar, Bruno Silva, Ranveer Chandra, Vijay Aski, Pavan Kumar Reddy Yannam, Tolga Aktas, Todd Hendry

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

Comments 16 pages; 7 figures. updated authors list

2309.12053 2024-04-03 cs.CL 90%

AceGPT, Localizing Large Language Models in Arabic

Huang Huang, Fei Yu, Jianqing Zhu, Xuening Sun, Hao Cheng, Dingjie Song, Zhihong Chen, Abdulmohsen Alharthi, Bang An, Juncai He, Ziche Liu, Zhiyi Zhang, Junying Chen, Jianquan Li, Benyou Wang, Lian Zhang, Ruoyu Sun, Xiang Wan, Haizhou Li, Jinchao Xu

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

Comments Accepted to NAACL main conference. https://github.com/FreedomIntelligence/AceGPT

2305.14623 2024-04-02 cs.CL 90%

Self-Checker: Plug-and-Play Modules for Fact-Checking with Large Language Models

Miaoran Li, Baolin Peng, Michel Galley, Jianfeng Gao, Zhu Zhang

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

Comments Accepted by NAACL 2024 Findings

2403.16444 2024-03-26 cs.CL 90%

KIT-19: A Comprehensive Korean Instruction Toolkit on 19 Tasks for Fine-Tuning Korean Large Language Models

Dongjun Jang, Sungjoo Byun, Hyemi Jo, Hyopil Shin

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

2312.05626 2024-03-19 cs.SE cs.AI 90%

Redefining Developer Assistance: Through Large Language Models in Software Ecosystem

Somnath Banerjee, Avik Dutta, Sayan Layek, Amruit Sahoo, Sam Conrad Joyce, Rima Hazra

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

Comments Under review

2403.02760 2024-03-13 cs.AI 90%

Emerging Synergies Between Large Language Models and Machine Learning in Ecommerce Recommendations

Xiaonan Xu, Yichao Wu, Penghao Liang, Yuhang He, Han Wang

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

2312.09979 2024-03-11 cs.CL 90%

LoRAMoE: Alleviate World Knowledge Forgetting in Large Language Models via MoE-Style Plugin

Shihan Dou, Enyu Zhou, Yan Liu, Songyang Gao, Jun Zhao, Wei Shen, Yuhao Zhou, Zhiheng Xi, Xiao Wang, Xiaoran Fan, Shiliang Pu, Jiang Zhu, Rui Zheng, Tao Gui, Qi Zhang, Xuanjing Huang

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

Comments 14 pages, 7 figures

2310.03400 2024-03-08 cs.LG 90%

Adapting Large Language Models for Content Moderation: Pitfalls in Data Engineering and Supervised Fine-tuning

Huan Ma, Changqing Zhang, Huazhu Fu, Peilin Zhao, Bingzhe Wu

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

1. 指令微调 11619 篇

Revisiting the Plastic Surgery Hypothesis via Large Language Models

FuxiTranyu: A Multilingual Large Language Model Trained with Balanced Data

Getting More Juice Out of the SFT Data: Reward Learning from Human Demonstration Improves SFT for LLM Alignment

Cross-model Control: Improving Multiple Large Language Models in One-time Training

Prompt a Robot to Walk with Large Language Models

Enhance Graph Alignment for Large Language Models

NusaMT-7B: Machine Translation for Low-Resource Indonesian Languages with Large Language Models

Quality or Quantity? On Data Scale and Diversity in Adapting Large Language Models for Low-Resource Translation

PclGPT: A Large Language Model for Patronizing and Condescending Language Detection

NetLLM: Adapting Large Language Models for Networking

SeaLLMs 3: Open Foundation and Chat Multilingual Large Language Models for Southeast Asian Languages

Two-stage Generative Question Answering on Temporal Knowledge Graph Using Large Language Models

Large Language Models for Relevance Judgment in Product Search

Large Language Models for Integrating Social Determinant of Health Data: A Case Study on Heart Failure 30-Day Readmission Prediction

What Does the Bot Say? Opportunities and Risks of Large Language Models in Social Media Bot Detection

Multi-Objective Linguistic Control of Large Language Models

Instruct Large Language Models to Drive like Humans

Strengthened Symbol Binding Makes Large Language Models Reliable Multiple-Choice Selectors

VANER: Leveraging Large Language Model for Versatile and Adaptive Biomedical Named Entity Recognition

ChatRetriever: Adapting Large Language Models for Generalized and Robust Conversational Dense Retrieval

Making Large Language Models Perform Better in Knowledge Graph Completion

From Quantity to Quality: Boosting LLM Performance with Self-Guided Data Selection for Instruction Tuning

Injecting New Knowledge into Large Language Models via Supervised Fine-Tuning

AceGPT, Localizing Large Language Models in Arabic

Self-Checker: Plug-and-Play Modules for Fact-Checking with Large Language Models

KIT-19: A Comprehensive Korean Instruction Toolkit on 19 Tasks for Fine-Tuning Korean Large Language Models

Redefining Developer Assistance: Through Large Language Models in Software Ecosystem

Emerging Synergies Between Large Language Models and Machine Learning in Ecommerce Recommendations

LoRAMoE: Alleviate World Knowledge Forgetting in Large Language Models via MoE-Style Plugin

Adapting Large Language Models for Content Moderation: Pitfalls in Data Engineering and Supervised Fine-tuning