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Latent Semantic Analysis and the Construction of Coherent Extracts

Miller, Tristan
Hrsg.: Nicolov, Nicolas ; Botcheva, Kalina ; Angelova, Galia ; Mitkov, Ruslan (2004)
Latent Semantic Analysis and the Construction of Coherent Extracts.
In: Recent Advances in Natural Language Processing III
doi: 10.1075/cilt.260.31mil
Buchkapitel, Bibliographie

Kurzbeschreibung (Abstract)

We describe a language-neutral automatic summarization system which aims to produce coherent extracts. It builds an initial extract composed solely of topic sentences, and then recursively fills in the topical lacunae by providing linking material between semantically dissimilar sentences. While experiments with human judges did not prove a statistically significant increase in textual coherence with the use of a latent semantic analysis module, we found a strong positive correlation between coherence and overall summary quality.

Typ des Eintrags: Buchkapitel
Erschienen: 2004
Herausgeber: Nicolov, Nicolas ; Botcheva, Kalina ; Angelova, Galia ; Mitkov, Ruslan
Autor(en): Miller, Tristan
Art des Eintrags: Bibliographie
Titel: Latent Semantic Analysis and the Construction of Coherent Extracts
Sprache: Englisch
Publikationsjahr: 2004
Verlag: John Benjamins
Buchtitel: Recent Advances in Natural Language Processing III
Reihe: Current Issues in Linguistic Theory (CILT)
Band einer Reihe: 260
DOI: 10.1075/cilt.260.31mil
URL / URN: https://dx.doi.org/10.1075/cilt.260.31mil
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Kurzbeschreibung (Abstract):

We describe a language-neutral automatic summarization system which aims to produce coherent extracts. It builds an initial extract composed solely of topic sentences, and then recursively fills in the topical lacunae by providing linking material between semantically dissimilar sentences. While experiments with human judges did not prove a statistically significant increase in textual coherence with the use of a latent semantic analysis module, we found a strong positive correlation between coherence and overall summary quality.

ID-Nummer: TUD-CS-2004-0011
Fachbereich(e)/-gebiet(e): 20 Fachbereich Informatik
20 Fachbereich Informatik > Ubiquitäre Wissensverarbeitung
Hinterlegungsdatum: 31 Dez 2016 14:29
Letzte Änderung: 07 Jan 2019 13:51
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