Concepedia

Instruction Tuning

Instruction Tuning is a model-level optimization method that refines a pre-trained language model through supervised fine-tuning on collections of human-annotated instructions and their corresponding outputs to improve its ability to generalize across downstream tasks.

156

Publications

15K

Citations

1.1K

Authors

123

Institutions

Publications per year

2017–2026

156

Parents

Publications

156

Large language models encode clinical knowledge

Karan Singhal, Shekoofeh Azizi, Tao Tu et al. · Nature · 2023 · 3.2K citations · Full text

, , +16

Scaling Instruction-Finetuned Language Models

Hyung Won Chung, Le Hou, Shayne Longpre et al. · arXiv (Cornell University) · 2022 · 1.2K citations · Full text

, , +14

Improved Baselines with Visual Instruction Tuning

Haotian Liu, Chunyuan Li, Yuheng Li et al. · 2024 · 1.2K citations

, , +6

Summary of ChatGPT-Related research and perspective towards the future of large language models

Yiheng Liu, Tianle Han, Siyuan Ma et al. · Meta-Radiology · 2023 · 726 citations · Full text

, , +16

Visual Instruction Tuning

Haotian Liu, Chunyuan Li, Qingyang Wu et al. · arXiv (Cornell University) · 2023 · 681 citations · Full text

, , +10

1–5 of 156

Authors

1.1K

  1. CL
    Chunyuan Li

    Microsoft Research (United Kingdom), United Kingdom

    7 publications · 2.3K citations

    7

    h-index

  2. QX
    Qianqian Xie

    University of Manchester, United Kingdom

    5 publications · 263 citations

    5

    h-index

  3. HW
    Hyung Won Chung

    Massachusetts Institute of Technology, United States

    5 publications · 4.8K citations

    5

    h-index

  4. SL
    Shayne Longpre

    Massachusetts Institute of Technology, United States

    4 publications · 1.3K citations

    4

    h-index

  5. MS
    Minjoon Seo

    Korea Advanced Institute of Science and Technology, South Korea

    4 publications · 88 citations

    4

    h-index

1–5 of 1.1K

Institutions

123

  1. Tencent (China)

    Shenzhen, China

    6 h-index

    24 publications

    954 citations

  2. University of Washington

    Seattle, United States

    6 h-index

    25 publications

    5K citations

  3. ShanghaiTech University

    Shanghai, China

    3 h-index

    3 publications

    876 citations

  4. Microsoft Research (United Kingdom)

    Cambridge, United Kingdom

    3 h-index

    3 publications

    1.3K citations

  5. Zhejiang University

    Hangzhou, China

    3 h-index

    12 publications

    434 citations

  6. Columbia University

    New York, United States

    3 h-index

    5 publications

    874 citations

  7. Shanghai Clinical Research Center

    Shanghai, China

    2 h-index

    2 publications

    849 citations

  8. Stanford University

    Stanford, United States

    2 h-index

    5 publications

    1.5K citations

1–8 of 123

Venues

  1. arXiv (Cornell University)

    Repository · 95 publications · 6K citations

    37

    h-index

  2. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 5 publications · 108 citations

    5

    h-index

  3. Research Square

    Repository · 2 publications · 108 citations

    2

    h-index

  4. Journal of the American Medical Informatics Association

    JAMIA · 2 publications · 71 citations

    2

    h-index

  5. Bioinformatics

    1 publications · 92 citations

    1

    h-index

1–5