语言大模型 / LLM - arXivDaily 专题

2503.01869 2025-04-14 cs.CL cs.LG stat.ML 91%

From Small to Large Language Models: Revisiting the Federalist Papers

So Won Jeong, Veronika Ročková

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

2503.18320 2025-03-25 cs.AI cs.CL 91%

Bridging Writing Manner Gap in Visual Instruction Tuning by Creating LLM-aligned Instructions

Dong Jing, Nanyi Fei, Zhiwu Lu

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

2306.07207 2025-03-18 cs.CV cs.AI cs.CL 91%

Valley: Video Assistant with Large Language model Enhanced abilitY

Ruipu Luo, Ziwang Zhao, Min Yang, Zheming Yang, Minghui Qiu, Tao Wang, Zhongyu Wei, Yanhao Wang, Cen Chen

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

2503.03258 2025-03-06 cs.LG cs.AI 91%

Exploring the Potential of Large Language Models as Predictors in Dynamic Text-Attributed Graphs

Runlin Lei, Jiarui Ji, Haipeng Ding, Lu Yi, Zhewei Wei, Yongchao Liu, Chuntao Hong

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

2410.14745 2025-02-20 cs.CL cs.AI 91%

Semi-supervised Fine-tuning for Large Language Models

Junyu Luo, Xiao Luo, Xiusi Chen, Zhiping Xiao, Wei Ju, Ming Zhang

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

Comments Github Repo: https://github.com/luo-junyu/SemiEvol

Journal ref NAACL 2025

2406.15330 2025-02-14 cs.AI cs.CL 91%

Enhancing Large Language Model Performance with Gradient-Based Parameter Selection

Haoling Li, Xin Zhang, Xiao Liu, Yeyun Gong, Yifan Wang, Qi Chen, Peng Cheng

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

Comments Accepted by AAAI 2025

2307.02046 2025-01-22 cs.IR cs.AI cs.CL 91%

Recommender Systems in the Era of Large Language Models (LLMs)

Zihuai Zhao, Wenqi Fan, Jiatong Li, Yunqing Liu, Xiaowei Mei, Yiqi Wang, Zhen Wen, Fei Wang, Xiangyu Zhao, Jiliang Tang, Qing Li

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

Comments Accepted by IEEE TKDE

Journal ref IEEE Transactions on Knowledge and Data Engineering, vol. 36, no. 11, pp. 6889-6907, Nov. 2024

2501.06911 2025-01-14 cs.AI cs.CL 91%

Risk-Averse Finetuning of Large Language Models

Sapana Chaudhary, Ujwal Dinesha, Dileep Kalathil, Srinivas Shakkottai

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

Comments Neurips 2024

2402.15061 2024-12-18 cs.CL cs.LG 91%

Fine-tuning Large Language Models for Domain-specific Machine Translation

Jiawei Zheng, Hanghai Hong, Feiyan Liu, Xiaoli Wang, Jingsong Su, Yonggui Liang, Shikai Wu

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

Comments 13 pages, 5 figures, 9 tables

2406.11102 2024-12-17 cs.CL cs.AI 91%

Grading Massive Open Online Courses Using Large Language Models

Shahriar Golchin, Nikhil Garuda, Christopher Impey, Matthew Wenger

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

Comments Final version; accepted at COLING 2025

2412.09946 2024-12-16 cs.CL cs.AI 91%

Enhancing Nursing and Elderly Care with Large Language Models: An AI-Driven Framework

Qiao Sun, Jiexin Xie, Nanyang Ye, Qinying Gu, Shijie Guo

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

2405.20535 2024-12-13 cs.AI cs.CL 91%

Unveiling the Impact of Coding Data Instruction Fine-Tuning on Large Language Models Reasoning

Xinlu Zhang, Zhiyu Zoey Chen, Xi Ye, Xianjun Yang, Lichang Chen, William Yang Wang, Linda Ruth Petzold

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

2412.03573 2024-12-06 cs.IR cs.AI cs.CL 91%

Improving Tool Retrieval by Leveraging Large Language Models for Query Generation

Mohammad Kachuee, Sarthak Ahuja, Vaibhav Kumar, Puyang Xu, Xiaohu Liu

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

Journal ref COLING 2025

2412.03343 2024-12-05 cs.CL cs.AI 91%

Improving Linguistic Diversity of Large Language Models with Possibility Exploration Fine-Tuning

Long Mai, Julie Carson-Berndsen

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

2411.14497 2024-11-25 cs.CL cs.AI 91%

Star-Agents: Automatic Data Optimization with LLM Agents for Instruction Tuning

Hang Zhou, Yehui Tang, Haochen Qin, Yujie Yang, Renren Jin, Deyi Xiong, Kai Han, Yunhe Wang

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

2411.13604 2024-11-22 cs.CV cs.CL cs.LG 91%

RadPhi-3: Small Language Models for Radiology

Mercy Ranjit, Shaury Srivastav, Tanuja Ganu

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

2308.14186 2024-10-30 cs.CL cs.AI 91%

Empowering Cross-lingual Abilities of Instruction-tuned Large Language Models by Translation-following demonstrations

Leonardo Ranaldi, Giulia Pucci, Andre Freitas

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

Journal ref 2024.findings-acl.473

2406.07685 2024-10-08 cs.CL cs.AI 91%

Test-Time Fairness and Robustness in Large Language Models

Leonardo Cotta, Chris J. Maddison

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

2408.10642 2024-08-21 cs.AI cs.CL 91%

Minor SFT loss for LLM fine-tune to increase performance and reduce model deviation

Shiming Xie, Hong Chen, Fred Yu, Zeye Sun, Xiuyu Wu

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

Comments 8 pages, 5 figures

2408.04649 2024-08-12 cs.CL cs.AI 91%

Chain of Stance: Stance Detection with Large Language Models

Junxia Ma, Changjiang Wang, Hanwen Xing, Dongming Zhao, Yazhou Zhang

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

2408.00804 2024-08-05 cs.AR cs.AI cs.LG 91%

ChipExpert: The Open-Source Integrated-Circuit-Design-Specific Large Language Model

Ning Xu, Zhaoyang Zhang, Lei Qi, Wensuo Wang, Chao Zhang, Zihao Ren, Huaiyuan Zhang, Xin Cheng, Yanqi Zhang, Zhichao Liu, Qingwen Wei, Shiyang Wu, Lanlan Yang, Qianfeng Lu, Yiqun Ma, Mengyao Zhao, Junbo Liu, Yufan Song, Xin Geng, Jun Yang

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

2407.01851 2024-07-04 cs.CV cs.AI cs.LG eess.AS 91%

Meerkat: Audio-Visual Large Language Model for Grounding in Space and Time

Sanjoy Chowdhury, Sayan Nag, Subhrajyoti Dasgupta, Jun Chen, Mohamed Elhoseiny, Ruohan Gao, Dinesh Manocha

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

Comments Accepted at ECCV 2024

2403.08819 2024-06-28 cs.LG cs.CL stat.ML 91%

Thermometer: Towards Universal Calibration for Large Language Models

Maohao Shen, Subhro Das, Kristjan Greenewald, Prasanna Sattigeri, Gregory Wornell, Soumya Ghosh

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

Comments Camera ready version for ICML 2024

2310.00746 2024-06-19 cs.CL cs.AI 91%

RoleLLM: Benchmarking, Eliciting, and Enhancing Role-Playing Abilities of Large Language Models

Zekun Moore Wang, Zhongyuan Peng, Haoran Que, Jiaheng Liu, Wangchunshu Zhou, Yuhan Wu, Hongcheng Guo, Ruitong Gan, Zehao Ni, Jian Yang, Man Zhang, Zhaoxiang Zhang, Wanli Ouyang, Ke Xu, Stephen W. Huang, Jie Fu, Junran Peng

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

Comments 30 pages, repo at https://github.com/InteractiveNLP-Team/RoleLLM-public

2402.15301 2024-06-19 cs.CL cs.LG stat.ME 91%

Causal Graph Discovery with Retrieval-Augmented Generation based Large Language Models

Yuzhe Zhang, Yipeng Zhang, Yidong Gan, Lina Yao, Chen Wang

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

2405.20175 2024-05-31 cs.CL cs.AI 91%

InstructionCP: A fast approach to transfer Large Language Models into target language

Kuang-Ming Chen, Hung-yi Lee

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

Comments 10 pages, 1 figure

2310.07641 2024-04-17 cs.CL cs.LG 91%

Evaluating Large Language Models at Evaluating Instruction Following

Zhiyuan Zeng, Jiatong Yu, Tianyu Gao, Yu Meng, Tanya Goyal, Danqi Chen

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

Comments ICLR 2024

2310.06239 2024-04-16 cs.CL cs.AI 91%

Model Tuning or Prompt Tuning? A Study of Large Language Models for Clinical Concept and Relation Extraction

Cheng Peng, Xi Yang, Kaleb E Smith, Zehao Yu, Aokun Chen, Jiang Bian, Yonghui Wu

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

Journal ref Journal of Biomedical Informatics. Volume 153, May 2024, 104630

2403.14661 2024-03-25 cs.CY cs.CL cs.LG 91%

Towards Modeling Learner Performance with Large Language Models

Seyed Parsa Neshaei, Richard Lee Davis, Adam Hazimeh, Bojan Lazarevski, Pierre Dillenbourg, Tanja Käser

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

Comments 12 pages, 4 figures

2403.13447 2024-03-21 cs.AI cs.CL cs.CV 91%

HyperLLaVA: Dynamic Visual and Language Expert Tuning for Multimodal Large Language Models

Wenqiao Zhang, Tianwei Lin, Jiang Liu, Fangxun Shu, Haoyuan Li, Lei Zhang, He Wanggui, Hao Zhou, Zheqi Lv, Hao Jiang, Juncheng Li, Siliang Tang, Yueting Zhuang

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

1. 指令微调 11511 篇

From Small to Large Language Models: Revisiting the Federalist Papers

Bridging Writing Manner Gap in Visual Instruction Tuning by Creating LLM-aligned Instructions

Valley: Video Assistant with Large Language model Enhanced abilitY

Exploring the Potential of Large Language Models as Predictors in Dynamic Text-Attributed Graphs

Semi-supervised Fine-tuning for Large Language Models

Enhancing Large Language Model Performance with Gradient-Based Parameter Selection

Recommender Systems in the Era of Large Language Models (LLMs)

Risk-Averse Finetuning of Large Language Models

Fine-tuning Large Language Models for Domain-specific Machine Translation

Grading Massive Open Online Courses Using Large Language Models

Enhancing Nursing and Elderly Care with Large Language Models: An AI-Driven Framework

Unveiling the Impact of Coding Data Instruction Fine-Tuning on Large Language Models Reasoning

Improving Tool Retrieval by Leveraging Large Language Models for Query Generation

Improving Linguistic Diversity of Large Language Models with Possibility Exploration Fine-Tuning

Star-Agents: Automatic Data Optimization with LLM Agents for Instruction Tuning

RadPhi-3: Small Language Models for Radiology

Empowering Cross-lingual Abilities of Instruction-tuned Large Language Models by Translation-following demonstrations

Test-Time Fairness and Robustness in Large Language Models

Minor SFT loss for LLM fine-tune to increase performance and reduce model deviation

Chain of Stance: Stance Detection with Large Language Models

ChipExpert: The Open-Source Integrated-Circuit-Design-Specific Large Language Model

Meerkat: Audio-Visual Large Language Model for Grounding in Space and Time

Thermometer: Towards Universal Calibration for Large Language Models

RoleLLM: Benchmarking, Eliciting, and Enhancing Role-Playing Abilities of Large Language Models

Causal Graph Discovery with Retrieval-Augmented Generation based Large Language Models

InstructionCP: A fast approach to transfer Large Language Models into target language

Evaluating Large Language Models at Evaluating Instruction Following

Model Tuning or Prompt Tuning? A Study of Large Language Models for Clinical Concept and Relation Extraction

Towards Modeling Learner Performance with Large Language Models

HyperLLaVA: Dynamic Visual and Language Expert Tuning for Multimodal Large Language Models