Concepedia

Distantly Supervised Sequence Labeling

Distantly Supervised Sequence Labeling is a sequence labeling approach that leverages external, noisy sources of supervision—such as heuristic rules or knowledge bases—to automatically generate training labels without manual annotation, thereby reducing reliance on costly human-labeled data while addressing the misalignment between indirect supervision and true token-level labels.

7

Publications

341

Citations

37

Authors

5

Institutions

Publications per year

2017–2026

7

Parents

Publications

7

Learning Named Entity Tagger using Domain-Specific Dictionary

Jingbo Shang, Liyuan Liu, Xiaotao Gu et al. · 2018 · 233 citations · Full text

, , +13

Pattern-enhanced Named Entity Recognition with Distant Supervision

Xuan Wang, Yingjun Guan, Yu Zhang et al. · 2020 · 29 citations

, , +11

ChemNER: Fine-Grained Chemistry Named Entity Recognition with Ontology-Guided Distant Supervision

Xuan Wang, Vivian Hu, Xiangchen Song et al. · Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing · 2021 · 23 citations · Full text

, , +16

Optimizing Bi-Encoder for Named Entity Recognition via Contrastive Learning

Sheng Zhang, Hao Cheng, Jianfeng Gao et al. · arXiv (Cornell University) · 2022 · 22 citations · Full text

, , +11

Piecewise convolutional neural networks with position attention and similar bag attention for distant supervision relation extraction

Weijiang Li, Qing Wang, Jiekun Wu et al. · Applied Intelligence · 2021 · 13 citations

, , +14

1–5 of 7

Authors

37

  1. JH
    Jiawei Han

    University of Illinois Urbana-Champaign, United States

    3 publications · 285 citations

    3

    h-index

  2. XW
    Xuan Wang

    University of Illinois Urbana-Champaign, United States

    2 publications · 52 citations

    2

    h-index

  3. TR
    Teng Ren

    Shanghai Jiao Tong University, China

    1 publications · 233 citations

    1

    h-index

  4. SG
    Shweta Garg

    University of Illinois Urbana-Champaign, United States

    1 publications · 23 citations

    1

    h-index

  5. SZ
    Sheng Zhang

    National University of Defense Technology, China

    1 publications · 22 citations

    1

    h-index

1–5 of 37

Institutions

5

  1. University of Illinois Urbana-Champaign

    Urbana, United States

    3 h-index

    13 publications

    1.2K citations

  2. Kunming University of Science and Technology

    Kunming, China

    1 h-index

    4 publications

    52 citations

  3. University of Southern California

    Los Angeles, United States

    1 h-index

    4 publications

    932 citations

  4. Carnegie Mellon University

    Pittsburgh, United States

    1 h-index

    1 publications

    23 citations

  5. Iowa State University

    Ames, United States

    1 h-index

    1 publications

    29 citations

1–5 of 5

Venues

  1. arXiv (Cornell University)

    Repository · 2 publications · 33 citations

    2

    h-index

  2. 1

    h-index

  3. Research Repository UCD (University College Dublin)

    Repository · 1 publications · 10 citations

    1

    h-index

  4. Applied Intelligence

    1 publications · 13 citations

    1

    h-index

1–4