Concepedia

Perplexity

Perplexity is a quantitative evaluation metric used in natural language processing that measures the degree of uncertainty or surprise of a language model in predicting a test sequence, defined as the exponential of the average negative log-likelihood per token.

339

Publications

27K

Citations

875

Authors

271

Institutions

Publications per year

2017–2026

108

Parents

Publications

339

Neural Architecture Search with Reinforcement Learning

Barret Zoph, Quoc V. Le · arXiv (Cornell University) · 2016 · 3.9K citations · Full text

, , +14

The design for the wall street journal-based CSR corpus

Douglas B. Paul, Janet M. Baker · 1992 · 1.1K citations · Full text

, , +17

Exploring the Limits of Language Modeling

Rafał Józefowicz, Oriol Vinyals, Mike Schuster et al. · arXiv (Cornell University) · 2016 · 919 citations · Full text

, , +15

A theoretically grounded application of dropout in recurrent neural networks

Yarin Gal, Zoubin Ghahramani · Oxford University Research Archive (ORA) (University of Oxford) · 2016 · 914 citations · Full text

, , +16

Neural Architecture Search with Reinforcement Learning

Barret Zoph, Quoc V. Le · arXiv (Cornell University) · 2016 · 909 citations · Full text

, , +14

1–5 of 339

Authors

875

  1. MO
    Mari Ostendorf

    University of Washington, United States

    5 publications · 204 citations

    5

    h-index

  2. RL
    Roger Lévy

    Massachusetts Institute of Technology, United States

    5 publications · 325 citations

    5

    h-index

  3. EW
    Ethan Wilcox

    Massachusetts Institute of Technology, United States

    5 publications · 325 citations

    5

    h-index

  4. TK
    Tatsuya Kawahara

    Kyoto University, Japan

    5 publications · 187 citations

    5

    h-index

  5. RS
    Richard Schwartz

    National Institutes of Health, United States

    4 publications · 100 citations

    4

    h-index

1–5 of 875

Institutions

271

  1. Carnegie Mellon University

    Pittsburgh, United States

    15 h-index

    60 publications

    3.8K citations

  2. Microsoft (United States)

    Redmond, United States

    10 h-index

    20 publications

    1.8K citations

  3. Google (United States)

    Mountain View, United States

    9 h-index

    25 publications

    7.2K citations

  4. Johns Hopkins University

    Baltimore, United States

    8 h-index

    17 publications

    968 citations

  5. Massachusetts Institute of Technology

    Cambridge, United States

    8 h-index

    21 publications

    1.5K citations

  6. IBM Research - Thomas J. Watson Research Center

    Yorktown Heights, United States

    6 h-index

    23 publications

    2.1K citations

  7. University of Cambridge

    Cambridge, United Kingdom

    6 h-index

    13 publications

    2.5K citations

  8. University of Washington

    Seattle, United States

    6 h-index

    9 publications

    2.3K citations

1–8 of 271

Venues

  1. arXiv (Cornell University)

    Repository · 47 publications · 9.6K citations

    24

    h-index

  2. 6

    h-index

  3. ArXiv.org

    Repository · 4 publications · 365 citations

    4

    h-index

  4. 3

    h-index

  5. 3

    h-index

1–5