The USAGE review corpus for fine-grained, multi-lingual opinion analysis

Klinger R, Cimiano P (2014)
In: Proceedings of the Ninth International Conference on Language Resources and Evaluation (LREC'14). Calzolari N (Ed); European Language Resources Association (ELRA).

Konferenzbeitrag | Veröffentlicht | Englisch
 
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Herausgeber*in
Calzolari, Nicoletta
Abstract / Bemerkung
Opinion mining has received wide attention in recent years. Models for this task are typically trained or evaluated with a manually annotated dataset. However, fine-grained annotation of sentiments including information about aspects and their evaluation is very labour-intensive. The data available so far is limited. Contributing to this situation, this paper describes the Bielefeld University Sentiment Analysis Corpus for German and English (USAGE), which we offer freely to the community and which contains the annotation of product reviews from Amazon with both aspects and subjective phrases. It provides information on segments in the text which denote an aspect or a subjective evaluative phrase which refers to the aspect. Relations and coreferences are explicitly annotated. This dataset contains 622 English and 611 German reviews, allowing to investigate how to port sentiment analysis systems across languages and domains. We describe the methodology how the corpus was created and provide statistics including inter-annotator agreement. We further provide figures for a baseline system and results for German and English as well as in a cross-domain setting. The results are encouraging in that they show that aspects and phrases can be extracted robustly without the need of tuning to a particular type of products.
Stichworte
corpus; product reviews; sentiment analysis
Erscheinungsjahr
2014
Titel des Konferenzbandes
Proceedings of the Ninth International Conference on Language Resources and Evaluation (LREC'14)
Konferenz
International Conference on Language Resources and Evaluation (9. : 2014 : Reykjavik)
Konferenzort
Reykjavik. Iceland
Konferenzdatum
2014-05-26 – 2014-05-31
eISBN
978-2-9517408-8-4
Page URI
https://pub.uni-bielefeld.de/record/2664218

Zitieren

Klinger R, Cimiano P. The USAGE review corpus for fine-grained, multi-lingual opinion analysis. In: Calzolari N, ed. Proceedings of the Ninth International Conference on Language Resources and Evaluation (LREC'14). European Language Resources Association (ELRA); 2014.
Klinger, R., & Cimiano, P. (2014). The USAGE review corpus for fine-grained, multi-lingual opinion analysis. In N. Calzolari (Ed.), Proceedings of the Ninth International Conference on Language Resources and Evaluation (LREC'14) European Language Resources Association (ELRA).
Klinger, Roman, and Cimiano, Philipp. 2014. “The USAGE review corpus for fine-grained, multi-lingual opinion analysis”. In Proceedings of the Ninth International Conference on Language Resources and Evaluation (LREC'14), ed. Nicoletta Calzolari. European Language Resources Association (ELRA).
Klinger, R., and Cimiano, P. (2014). “The USAGE review corpus for fine-grained, multi-lingual opinion analysis” in Proceedings of the Ninth International Conference on Language Resources and Evaluation (LREC'14), Calzolari, N. ed. (European Language Resources Association (ELRA).
Klinger, R., & Cimiano, P., 2014. The USAGE review corpus for fine-grained, multi-lingual opinion analysis. In N. Calzolari, ed. Proceedings of the Ninth International Conference on Language Resources and Evaluation (LREC'14). European Language Resources Association (ELRA).
R. Klinger and P. Cimiano, “The USAGE review corpus for fine-grained, multi-lingual opinion analysis”, Proceedings of the Ninth International Conference on Language Resources and Evaluation (LREC'14), N. Calzolari, ed., European Language Resources Association (ELRA), 2014.
Klinger, R., Cimiano, P.: The USAGE review corpus for fine-grained, multi-lingual opinion analysis. In: Calzolari, N. (ed.) Proceedings of the Ninth International Conference on Language Resources and Evaluation (LREC'14). European Language Resources Association (ELRA) (2014).
Klinger, Roman, and Cimiano, Philipp. “The USAGE review corpus for fine-grained, multi-lingual opinion analysis”. Proceedings of the Ninth International Conference on Language Resources and Evaluation (LREC'14). Ed. Nicoletta Calzolari. European Language Resources Association (ELRA), 2014.
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OA Open Access
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2019-09-25T06:35:42Z
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33928a1a92ed60b049181bdb93131dbd


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