Concepedia

Deep Learning-based Negation Detection

Deep Learning-Based Negation Detection is a computational method within natural language processing that employs deep neural architectures to automatically identify and classify negation cues and their scopes in textual data, distinguishing itself from rule-based or shallow learning approaches through its reliance on hierarchical feature representations learned from large-scale annotated corpora.

29

Publications

1.1K

Citations

100

Authors

51

Institutions

Publications per year

2017–2026

24

Parents

Publications

29

DEEPEN: A negation detection system for clinical text incorporating dependency relation into NegEx

Saeed Mehrabi, Anand Krishnan, Sunghwan Sohn et al. · Journal of Biomedical Informatics · 2015 · 140 citations · Full text

, , +13

Negation’s Not Solved: Generalizability Versus Optimizability in Clinical Natural Language Processing

Stephen Wu, Timothy A. Miller, James Masanz et al. · PLoS ONE · 2014 · 122 citations · Full text

, , +14

Neural Networks For Negation Scope Detection

Federico Fancellu, Adam Lopez, Bonnie Webber · 2016 · 96 citations · Full text

, , +13

Speculation and Negation Scope Detection via Convolutional Neural Networks

Qian Zhong, Peifeng Li, Qiaoming Zhu et al. · 2016 · 83 citations · Full text

, , +10

CLIPN for Zero-Shot OOD Detection: Teaching CLIP to Say No

Hualiang Wang, Yi Li, Huifeng Yao et al. · 2023 · 78 citations

, , +13

1–5 of 29

Authors

100

  1. BW
    Bonnie Webber

    University of Edinburgh, United Kingdom

    3 publications · 130 citations

    3

    h-index

  2. FF
    Federico Fancellu

    University of Edinburgh, United Kingdom

    3 publications · 130 citations

    3

    h-index

  3. SS
    Suraj Sawant

    Savitribai Phule Pune University, India

    1 publications · 49 citations

    2

    h-index

  4. AR
    Alejandro Rodríguez‐González

    Universidad Politécnica de Madrid, Spain

    2 publications · 57 citations

    2

    h-index

  5. MP
    Mariano Provencio

    Hospital Universitario Puerta de Hierro Majadahonda, Spain

    2 publications · 57 citations

    2

    h-index

1–5 of 100

Institutions

51

  1. University of Edinburgh

    Edinburgh, United Kingdom

    3 h-index

    6 publications

    340 citations

  2. Universidad Politécnica de Madrid

    Madrid, Spain

    2 h-index

    6 publications

    171 citations

  3. Boston Children's Hospital

    Boston, United States

    2 h-index

    5 publications

    366 citations

  4. Guangdong University of Foreign Studies

    Guangzhou, China

    2 h-index

    3 publications

    60 citations

  5. Mayo Clinic in Florida

    Jacksonville, United States

    2 h-index

    5 publications

    664 citations

  6. Hospital Universitario Puerta de Hierro Majadahonda

    Madrid, Spain

    2 h-index

    4 publications

    114 citations

  7. Harvard University

    Cambridge, United States

    2 h-index

    5 publications

    366 citations

  8. Wuhan University

    Wuhan, China

    2 h-index

    3 publications

    66 citations

1–8 of 51

Venues

  1. arXiv (Cornell University)

    Repository · 2 publications · 67 citations

    3

    h-index

  2. PubMed

    Repository · 2 publications · 38 citations

    2

    h-index

  3. BMC Bioinformatics

    1 publications · 19 citations

    1

    h-index

  4. PLoS ONE

    1 publications · 122 citations

    1

    h-index

  5. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 1 publications · 17 citations

    1

    h-index

1–5