Concepedia

Dense Document Representation

Dense Document Representation is a document-level vectorial encoding in which semantic information is embedded into a continuous, low-dimensional space through neural or statistical models, distinguishing it from sparse, high-dimensional representations by capturing contextual and syntactic nuances via distributed feature activation.

39

Publications

7.6K

Citations

133

Authors

52

Institutions

Publications per year

2017–2026

31

Parents

Publications

39

Distributed Representations of Sentences and Documents

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

, , +16

Sparse, Dense, and Attentional Representations for Text Retrieval

Yi Luan, Jacob Eisenstein, Kristina Toutanova et al. · Transactions of the Association for Computational Linguistics · 2021 · 296 citations · Full text

, , +16

Entity Linking via Joint Encoding of Types, Descriptions, and Context

Nitish Gupta, Sameer Singh, Dan Roth · 2017 · 242 citations · Full text

, , +12

Semi-supervised learning of compact document representations with deep networks

Marc ' Aurelio Ranzato, Martin Szummer · 2008 · 223 citations

, , +15

Document representation and feature combination for deceptive spam review detection

Luyang Li, Bing Qin, Wenjing Ren et al. · Neurocomputing · 2017 · 154 citations

, , +16

1–5 of 39

Authors

133

  1. HZ
    Hamed Zamani

    University of Massachusetts Amherst, United States

    3 publications · 265 citations

    3

    h-index

  2. WB
    W. Bruce Croft

    University of Massachusetts Amherst, United States

    3 publications · 265 citations

    3

    h-index

  3. MC
    Michael Collins

    University of Calgary, Canada

    2 publications · 379 citations

    2

    h-index

  4. LG
    Luyu Gao

    Carnegie Mellon University, United States

    2 publications · 193 citations

    2

    h-index

  5. YL
    Yi Luan

    University of Washington, United States

    2 publications · 379 citations

    2

    h-index

1–5 of 133

Institutions

52

  1. Google (United States)

    Mountain View, United States

    5 h-index

    19 publications

    12.5K citations

  2. Chinese Academy of Sciences

    Beijing, China

    3 h-index

    5 publications

    81 citations

  3. University of Massachusetts Amherst

    Amherst Center, United States

    3 h-index

    6 publications

    530 citations

  4. Microsoft Research Asia (China)

    Beijing, China

    2 h-index

    6 publications

    156 citations

  5. University of Pisa

    Pisa, Italy

    2 h-index

    2 publications

    91 citations

  6. University of Glasgow

    Glasgow, United Kingdom

    2 h-index

    6 publications

    273 citations

  7. Institute of Information Engineering

    Beijing, China

    2 h-index

    4 publications

    99 citations

  8. Microsoft Research (United Kingdom)

    Cambridge, United Kingdom

    2 h-index

    5 publications

    431 citations

1–8 of 52

Venues

  1. arXiv (Cornell University)

    Repository · 6 publications · 5.4K citations

    6

    h-index

  2. Neurocomputing

    2 publications · 219 citations

    2

    h-index

  3. Information Processing & Management

    1 publications · 67 citations

    1

    h-index

  4. Information Sciences

    1 publications · 23 citations

    1

    h-index

  5. International Journal of Neural Systems

    1 publications · 22 citations

    1

    h-index

1–5