Concepedia

Subword Embeddings

Subword Embeddings is a type of word representation in natural language processing where the meaning of a word is modeled as a function of the embeddings of its constituent character n-grams or subword units, enabling the capture of morphological information and effective handling of out-of-vocabulary words.

154

Publications

17.2K

Citations

477

Authors

171

Institutions

Publications per year

2017–2026

113

Parents

Publications

154

Enriching Word Vectors with Subword Information

Piotr Bojanowski, Édouard Grave, Armand Joulin et al. · Transactions of the Association for Computational Linguistics · 2017 · 9.8K citations · Full text

, , +14

BioWordVec, improving biomedical word embeddings with subword information and MeSH

Yijia Zhang, Qingyu Chen, Zhihao Yang et al. · Scientific Data · 2019 · 477 citations · Full text

, , +11

Words Can Shift: Dynamically Adjusting Word Representations Using Nonverbal Behaviors

Yansen Wang, Ying Shen, Zhun Liu et al. · Proceedings of the AAAI Conference on Artificial Intelligence · 2019 · 454 citations · Full text

, , +16

Enriching Word Vectors with Subword Information

Piotr Bojanowski, Édouard Grave, Armand Joulin et al. · arXiv (Cornell University) · 2016 · 439 citations · Full text

, , +14

Fully Character-Level Neural Machine Translation without Explicit Segmentation

Jason D. Lee, Kyunghyun Cho, Thomas Hofmann · Transactions of the Association for Computational Linguistics · 2017 · 415 citations · Full text

, , +10

1–5 of 154

Authors

477

  1. MS
    Manish Shrivastava

    International Institute of Information Technology, Hyderabad, India

    3 publications · 194 citations

    3

    h-index

  2. MK
    Mikko Kurimo

    Aalto University, Finland

    3 publications · 99 citations

    3

    h-index

  3. HZ
    Hai Zhao

    Shanghai Jiao Tong University, China

    3 publications · 112 citations

    3

    h-index

  4. MS
    Michael Strube

    Washington University in St. Louis, United States

    3 publications · 240 citations

    3

    h-index

  5. HS
    Hinrich Schütze

    Ludwig-Maximilians-Universität München, Germany

    3 publications · 121 citations

    3

    h-index

1–5 of 477

Institutions

171

  1. Johns Hopkins University

    Baltimore, United States

    8 h-index

    22 publications

    816 citations

  2. Meta (Israel)

    Tel Aviv, Israel

    4 h-index

    13 publications

    41.3K citations

  3. Tsinghua University

    Beijing, China

    4 h-index

    4 publications

    596 citations

  4. University of Cambridge

    Cambridge, United Kingdom

    4 h-index

    9 publications

    391 citations

  5. Google (United States)

    Mountain View, United States

    4 h-index

    15 publications

    1.2K citations

  6. Georgia Institute of Technology

    Atlanta, United States

    4 h-index

    7 publications

    140 citations

  7. University of the Basque Country

    Leioa, Spain

    3 h-index

    7 publications

    489 citations

  8. Soochow University

    Suzhou, China

    3 h-index

    7 publications

    118 citations

1–8 of 171

Venues

  1. arXiv (Cornell University)

    Repository · 18 publications · 1K citations

    15

    h-index

  2. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 4 publications · 618 citations

    4

    h-index

  3. International Conference on Computational Linguistics

    Conference · 3 publications · 168 citations

    3

    h-index

  4. Neurocomputing

    2 publications · 45 citations

    2

    h-index

  5. Language Resources and Evaluation

    2 publications · 44 citations

    2

    h-index

1–5