To Extend or Not to Extend? Context-Specific Corpus Enrichment

Felix Kuhr; Tanya Braun; Magnus Bender; Ralf Möller

doi:10.1007/978-3-030-35288-2_29

To Extend or Not to Extend? Context-Specific Corpus Enrichment

Felix Kuhr^*, Tanya Braun, Magnus Bender, Ralf Möller

^*Korrespondierende/r Autor/-in für diese Arbeit

Institut für Informationssysteme

Abstract

An agent in pursuit of a task may work with a corpus of documents with linked subjective content descriptions. Faced with a new document, an agent has to decide whether to include that document in its corpus or not. Basing the decision on only words, topics, or entities, has shown to not lead to a balanced performance for varying documents. Therefore, this paper presents an approach for an agent to decide if a new document adds value to its existing corpus by combining texts and content descriptions. Furthermore, an agent can use the approach as a starting point for high quality content descriptions for new documents. A case study shows the effectiveness of our approach given varying types of new documents.

Originalsprache	Englisch
Titel	AI 2019: AI 2019: Advances in Artificial Intelligence
Redakteure/-innen	Jixue Liu, James Bailey
Seitenumfang	12
Band	11919 LNAI
Herausgeber (Verlag)	Springer, Cham
Erscheinungsdatum	25.11.2019
Seiten	357-368
ISBN (Print)	978-3-030-35287-5
ISBN (elektronisch)	978-3-030-35288-2
DOIs	https://doi.org/10.1007/978-3-030-35288-2_29
Publikationsstatus	Veröffentlicht - 25.11.2019
Veranstaltung	32nd Australasian Joint Conference on Artificial Intelligence - Adelaide, Australien Dauer: 02.12.2019 → 05.12.2019 Konferenznummer: 234489

Strategische Forschungsbereiche und Zentren

Zentren: Zentrum für Künstliche Intelligenz Lübeck (ZKIL)
Querschnittsbereich: Intelligente Systeme

DFG-Fachsystematik

409-06 Informationssysteme, Prozess- und Wissensmanagement

UN SDGs

Dieser Output leistet einen Beitrag zu folgendem(n) Ziel(en) für nachhaltige Entwicklung

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10.1007/978-3-030-35288-2_29

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title = "To Extend or Not to Extend? Context-Specific Corpus Enrichment",

abstract = "An agent in pursuit of a task may work with a corpus of documents with linked subjective content descriptions. Faced with a new document, an agent has to decide whether to include that document in its corpus or not. Basing the decision on only words, topics, or entities, has shown to not lead to a balanced performance for varying documents. Therefore, this paper presents an approach for an agent to decide if a new document adds value to its existing corpus by combining texts and content descriptions. Furthermore, an agent can use the approach as a starting point for high quality content descriptions for new documents. A case study shows the effectiveness of our approach given varying types of new documents.",

author = "Felix Kuhr and Tanya Braun and Magnus Bender and Ralf M{\"o}ller",

note = "Publisher Copyright: {\textcopyright} 2019, Springer Nature Switzerland AG. Copyright: Copyright 2019 Elsevier B.V., All rights reserved.; 32nd Australasian Joint Conference on Artificial Intelligence , AI 2019 ; Conference date: 02-12-2019 Through 05-12-2019",

year = "2019",

month = nov,

day = "25",

doi = "10.1007/978-3-030-35288-2_29",

language = "English",

isbn = "978-3-030-35287-5",

volume = "11919 LNAI",

series = "Lecture Notes in Computer Science",

publisher = "Springer, Cham",

pages = "357--368",

editor = "Liu, {Jixue } and Bailey, {James }",

booktitle = "AI 2019: AI 2019: Advances in Artificial Intelligence",

}

Kuhr, F, Braun, T, Bender, M & Möller, R 2019, To Extend or Not to Extend? Context-Specific Corpus Enrichment. in J Liu & J Bailey (Hrsg.), AI 2019: AI 2019: Advances in Artificial Intelligence. Bd. 11919 LNAI, Lecture Notes in Computer Science, Springer, Cham, S. 357-368, 32nd Australasian Joint Conference on Artificial Intelligence , Adelaide, South Australia, Australien, 02.12.19. https://doi.org/10.1007/978-3-030-35288-2_29

To Extend or Not to Extend? Context-Specific Corpus Enrichment. / Kuhr, Felix; Braun, Tanya; Bender, Magnus et al.
AI 2019: AI 2019: Advances in Artificial Intelligence. Hrsg. / Jixue Liu; James Bailey. Band 11919 LNAI Springer, Cham, 2019. S. 357-368 (Lecture Notes in Computer Science).

Publikation: Kapitel in Büchern/Berichten/Konferenzbänden › Konferenzbeitrag › Begutachtung

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T1 - To Extend or Not to Extend? Context-Specific Corpus Enrichment

AU - Kuhr, Felix

AU - Braun, Tanya

AU - Bender, Magnus

AU - Möller, Ralf

N1 - Conference code: 234489

PY - 2019/11/25

Y1 - 2019/11/25

N2 - An agent in pursuit of a task may work with a corpus of documents with linked subjective content descriptions. Faced with a new document, an agent has to decide whether to include that document in its corpus or not. Basing the decision on only words, topics, or entities, has shown to not lead to a balanced performance for varying documents. Therefore, this paper presents an approach for an agent to decide if a new document adds value to its existing corpus by combining texts and content descriptions. Furthermore, an agent can use the approach as a starting point for high quality content descriptions for new documents. A case study shows the effectiveness of our approach given varying types of new documents.

AB - An agent in pursuit of a task may work with a corpus of documents with linked subjective content descriptions. Faced with a new document, an agent has to decide whether to include that document in its corpus or not. Basing the decision on only words, topics, or entities, has shown to not lead to a balanced performance for varying documents. Therefore, this paper presents an approach for an agent to decide if a new document adds value to its existing corpus by combining texts and content descriptions. Furthermore, an agent can use the approach as a starting point for high quality content descriptions for new documents. A case study shows the effectiveness of our approach given varying types of new documents.

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DO - 10.1007/978-3-030-35288-2_29

M3 - Conference contribution

SN - 978-3-030-35287-5

VL - 11919 LNAI

T3 - Lecture Notes in Computer Science

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BT - AI 2019: AI 2019: Advances in Artificial Intelligence

A2 - Liu, Jixue

A2 - Bailey, James

PB - Springer, Cham

T2 - 32nd Australasian Joint Conference on Artificial Intelligence

Y2 - 2 December 2019 through 5 December 2019

ER -

To Extend or Not to Extend? Context-Specific Corpus Enrichment

Abstract

Strategische Forschungsbereiche und Zentren

DFG-Fachsystematik

UN SDGs

Dokumente

Weitere Links

Fingerprint

Zitieren