Concepedia

Subword Representation

Subword Representation is a text representation method that decomposes words into subword units, such as prefixes, suffixes, or character n-grams, to capture morphological structure and handle out-of-vocabulary terms more effectively than whole-word representations.

375

Publications

28.5K

Citations

1K

Authors

338

Institutions

Publications per year

2017–2026

163

Parents

Publications

375

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

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Small-footprint keyword spotting using deep neural networks

Guoguo Chen, Carolina Parada, Georg Heigold · 2014 · 567 citations

, , +16

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

Neural Machine Translation of Rare Words with Subword Units

Rico Sennrich, Barry Haddow, Alexandra Birch · 2016 · 446 citations · Full text

, , +14

1–5 of 375

Authors

1K

  1. AS
    Arto Salomaa

    Turku Centre for Computer Science, Finland

    8 publications · 331 citations

    8

    h-index

  2. MK
    Mikko Kurimo

    Aalto University, Finland

    8 publications · 333 citations

    8

    h-index

  3. MM
    Mathew Magimai.-Doss

    Idiap Research Institute, Switzerland

    6 publications · 103 citations

    6

    h-index

  4. CL
    Chin‐Hui Lee

    Georgia Institute of Technology, United States

    5 publications · 116 citations

    5

    h-index

  5. HH
    Hsiao-Wuen Hon

    Carnegie Mellon University, United States

    5 publications · 536 citations

    5

    h-index

1–5 of 1K

Institutions

338

  1. Carnegie Mellon University

    Pittsburgh, United States

    19 h-index

    63 publications

    6.2K citations

  2. Johns Hopkins University

    Baltimore, United States

    14 h-index

    35 publications

    2.9K citations

  3. University of Edinburgh

    Edinburgh, United Kingdom

    10 h-index

    20 publications

    1.9K citations

  4. Google (United States)

    Mountain View, United States

    10 h-index

    45 publications

    5.3K citations

  5. University of Washington

    Seattle, United States

    9 h-index

    27 publications

    1.6K citations

  6. Turku Centre for Computer Science

    Turku, Finland

    9 h-index

    9 publications

    350 citations

  7. University of Colorado Boulder

    Boulder, United States

    7 h-index

    9 publications

    462 citations

  8. AT&T (United States)

    Bedminster, United States

    7 h-index

    23 publications

    1.2K citations

1–8 of 338

Venues

  1. arXiv (Cornell University)

    Repository · 31 publications · 1.6K citations

    20

    h-index

  2. Theoretical Computer Science

    9 publications · 385 citations

    9

    h-index

  3. Speech Communication

    6 publications · 338 citations

    6

    h-index

  4. 6

    h-index

  5. Transactions of the Association for Computational Linguistics

    TACL · 4 publications · 10.2K citations

    5

    h-index

1–5