Concepedia

Distributed Text Representations

Distributed Text Representations is a text representation model that encodes linguistic units as dense, continuous vectors in a low-dimensional space, where the meaning of words or texts is captured through distributed patterns of activation across multiple dimensions rather than discrete symbolic forms.

261

Publications

25.4K

Citations

748

Authors

266

Institutions

Publications per year

2017–2026

111

Variants

Distributed Text Representation

Parents

Publications

261

Distributed Representations of Sentences and Documents

Quoc V. Le, Tomáš Mikolov · arXiv (Cornell University) · 2014 · 5.1K citations · Full text

, , +16

Distributed representations, simple recurrent networks, and grammatical structure

Jeffrey L. Elman · Machine Learning · 1991 · 1.4K citations · Full text

, , +13

Unifying Visual-Semantic Embeddings with Multimodal Neural Language Models

Ryan Kiros, Ruslan Salakhutdinov, Richard S. Zemel · arXiv (Cornell University) · 2014 · 1.3K citations · Full text

, , +14

word2vec Explained: deriving Mikolov et al.'s negative-sampling word-embedding method

Yoav Goldberg, Omer Levy · arXiv (Cornell University) · 2014 · 1.3K citations · Full text

, , +14

Learning distributed representations of concepts.

Geoffrey E. Hinton · eScholarship (California Digital Library) · 1989 · 824 citations

, , +11

1–5 of 261

Authors

748

  1. KM
    Karl Moritz Hermann

    University of Oxford, United Kingdom

    7 publications · 655 citations

    7

    h-index

  2. PB
    Phil Blunsom

    University of Oxford, United Kingdom

    5 publications · 238 citations

    5

    h-index

  3. ME
    Muhammad Ebraheem

    Nanyang Technological University, Singapore

    4 publications · 491 citations

    4

    h-index

  4. IT
    Ivan Titov

    University of Amsterdam, Netherlands

    4 publications · 472 citations

    4

    h-index

  5. HZ
    Hai Zhao

    Shanghai Jiao Tong University, China

    4 publications · 260 citations

    4

    h-index

1–5 of 748

Institutions

266

  1. Carnegie Mellon University

    Pittsburgh, United States

    12 h-index

    37 publications

    1.6K citations

  2. Microsoft (United States)

    Redmond, United States

    7 h-index

    15 publications

    1.6K citations

  3. University of Oxford

    Oxford, United Kingdom

    6 h-index

    12 publications

    577 citations

  4. University of Southern California

    Los Angeles, United States

    6 h-index

    27 publications

    1.3K citations

  5. Tsinghua University

    Beijing, China

    6 h-index

    14 publications

    949 citations

  6. Google (United States)

    Mountain View, United States

    6 h-index

    15 publications

    11.6K citations

  7. University College London

    London, United Kingdom

    5 h-index

    8 publications

    707 citations

  8. Stanford University

    Stanford, United States

    5 h-index

    8 publications

    298 citations

1–8 of 266

Venues

  1. arXiv (Cornell University)

    Repository · 51 publications · 10.8K citations

    27

    h-index

  2. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 8 publications · 319 citations

    8

    h-index

  3. Cognitive Science

    7 publications · 601 citations

    7

    h-index

  4. IEEE Access

    4 publications · 147 citations

    4

    h-index

  5. IEEE Transactions on Knowledge and Data Engineering

    TKDE · 3 publications · 78 citations

    3

    h-index

1–5