Opinion Holder and Target Extraction for Verb-based Opinion Predicates – The Problem is Not Solved
- We offer a critical review of the current state of opinion role extraction involving opinion verbs. We argue that neither the currently available lexical resources nor the manually annotated text corpora are sufficient to appropriately study this task. We introduce a new corpus focusing on opinion roles of opinion verbs from the Subjectivity Lexicon and show potential benefits of this corpus. We also demonstrate that state-of-the-art classifiers perform rather poorly on this new dataset compared to the standard dataset for the task showing that there still remains significant research to be done.
Author: | Michael Wiegand, Marc Schulder, Josef RuppenhoferGND |
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URN: | urn:nbn:de:bsz:mh39-50835 |
URL: | https://aclweb.org/anthology/W/W15/#0300 |
ISBN: | 978-1-941643-32-7 |
Parent Title (English): | Proceedings of the 6th Workshop in Computational Approaches to Subjectivity and Sentiment Analysis. Lisbon, Portugal: |
Publisher: | The Association for Computational Linguistics |
Place of publication: | New York |
Document Type: | Conference Proceeding |
Language: | English |
Year of first Publication: | 2015 |
Date of Publication (online): | 2016/07/20 |
Publicationstate: | Veröffentlichungsversion |
Reviewstate: | (Verlags)-Lektorat |
Tag: | opinion role extraction; opinion verbs |
GND Keyword: | Automatische Sprachanalyse; Korpus <Linguistik>; Propositionale Einstellung; Verb |
First Page: | 148 |
Last Page: | 155 |
DDC classes: | 400 Sprache / 410 Linguistik |
Open Access?: | ja |
BDSL-Classification: | Textwissenschaft |
Linguistics-Classification: | Computerlinguistik |
Licence (German): | Creative Commons - Namensnennung-Nicht kommerziell-Keine Bearbeitung 3.0 Deutschland |