Concepedia

Unsupervised Text Segmentation

Unsupervised Text Segmentation is a text segmentation approach that partitions a document into coherent segments without relying on labeled training data, distinguishing itself by leveraging intrinsic textual features and statistical regularities to identify boundary points.

92

Publications

4.4K

Citations

241

Authors

124

Institutions

Publications per year

2017–2026

20

Parents

Publications

92

Contextual dependencies in unsupervised word segmentation

Sharon Goldwater, Thomas L. Griffiths, Mark Johnson · 2006 · 313 citations · Full text

, , +15

Bayesian unsupervised word segmentation with nested Pitman-Yor language modeling

Daichi Mochihashi, Takeshi Yamada, Naonori Ueda · 2009 · 242 citations · Full text

, , +17

Bayesian unsupervised topic segmentation

Jacob Eisenstein, Regina Barzilay · 2008 · 235 citations

, , +17

Minimum cut model for spoken lecture segmentation

Igor Malioutov, Regina Barzilay · 2006 · 212 citations · Full text

, , +12

Online EM for unsupervised models

Percy Liang, Dan Klein · 2009 · 210 citations · Full text

, , +15

1–5 of 92

Authors

241

  1. MJ
    Mark Johnson

    Brown University, United States

    6 publications · 608 citations

    7

    h-index

  2. CK
    Chunyu Kit

    City University of Hong Kong, Hong Kong SAR China

    4 publications · 246 citations

    4

    h-index

  3. PR
    Paul R. Cohen

    University of Massachusetts Amherst, United States

    3 publications · 67 citations

    3

    h-index

  4. ED
    Emmanuel Dupoux

    Laboratoire de Sciences Cognitives et Psycholinguistique, France

    3 publications · 129 citations

    3

    h-index

  5. HZ
    Hai Zhao

    Shanghai Jiao Tong University, China

    3 publications · 97 citations

    3

    h-index

1–5 of 241

Institutions

124

  1. City University of Hong Kong

    Hong Kong, Hong Kong

    4 h-index

    8 publications

    492 citations

  2. Chinese University of Hong Kong

    Hong Kong, Hong Kong

    4 h-index

    6 publications

    250 citations

  3. Carnegie Mellon University

    Pittsburgh, United States

    4 h-index

    9 publications

    242 citations

  4. University of Arizona

    Tucson, United States

    3 h-index

    5 publications

    102 citations

  5. Macquarie University

    Sydney, Australia

    3 h-index

    3 publications

    67 citations

  6. Peking University

    Beijing, China

    3 h-index

    8 publications

    155 citations

  7. Massachusetts Institute of Technology

    Cambridge, United States

    3 h-index

    6 publications

    1.2K citations

  8. Brown University

    Providence, United States

    3 h-index

    5 publications

    1.2K citations

1–8 of 124

Venues

  1. International Joint Conference on Artificial Intelligence

    Conference · 2 publications · 53 citations

    2

    h-index

  2. arXiv (Cornell University)

    Repository · 2 publications · 34 citations

    2

    h-index

  3. IEEE Transactions on Cognitive and Developmental Systems

    TCDS · 2 publications · 63 citations

    2

    h-index

  4. 2

    h-index

  5. Computational Linguistics

    2 publications · 138 citations

    2

    h-index

1–5