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1
Evaluation computergestützter Verfahren der Emotionsklassifikation für deutschsprachige Dramen um 1800 ...
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Evaluation computergestützter Verfahren der Emotionsklassifikation für deutschsprachige Dramen um 1800 ...
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3
Materialien und Medien der Komödiengeschichte : Zur Praxeologie der Werkzirkulation zwischen Hamburg und Wien von 1678-1806
Dennerlein, Katrin. - Berlin : De Gruyter, 2021
DNB Subject Category Language
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4
Towards a Corpus of Historical German Plays with Emotion Annotations ...
Schmidt, Thomas; Dennerlein, Katrin; Wolff, Christian. - : Universität Regensburg, 2021
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Emotion Classification in German Plays with Transformer-based Language Models Pretrained on Historical and Contemporary Language ...
Schmidt, Thomas; Dennerlein, Katrin; Wolff, Christian. - : Universität Regensburg, 2021
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6
Using Deep Learning for Emotion Analysis of 18th and 19th Century German Plays ...
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Using Deep Learning for Emotion Analysis of 18th and 19th Century German Plays
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8
Emotion Classification in German Plays with Transformer-based Language Models Pretrained on Historical and Contemporary Language
Schmidt, Thomas; Dennerlein, Katrin; Wolff, Christian. - : Association for Computational Linguistics, 2021
Abstract: We present results of a project on emotion classification on historical German plays of Enlightenment, Storm and Stress, and German Classicism. We have developed a hierarchical annotation scheme consisting of 13 sub-emotions like suffering, love and joy that sum up to 6 main and 2 polarity classes (positive/negative). We have conducted textual annotations on 11 German plays and have acquired over 13,000 emotion annotations by two annotators per play. We have evaluated multiple traditional machine learning approaches as well as transformer-based models pretrained on historical and contemporary language for a single-label text sequence emotion classification for the different emotion categories. The evaluation is carried out on three different instances of the corpus: (1) taking all annotations, (2) filtering overlapping annotations by annotators, (3) applying a heuristic for speech-based analysis. Best results are achieved on the filtered corpus with the best models being large transformer-based models pretrained on contemporary German language. For the polarity classification accuracies of up to 90% are achieved. The accuracies become lower for settings with a higher number of classes, achieving 66% for 13 sub-emotions. Further pretraining of a historical model with a corpus of dramatic texts led to no improvements.
Keyword: 004 Informatik; ddc:004
URL: https://epub.uni-regensburg.de/51576/7/Screenshot%202022-02-03%20091313.jpg
https://epub.uni-regensburg.de/51576/1/Schmidt-Emotion%20Classification%20in%20German-2021.pdf
https://epub.uni-regensburg.de/51576/
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9
Towards a Corpus of Historical German Plays with Emotion Annotations
Schmidt, Thomas; Dennerlein, Katrin; Wolff, Christian. - : Schloss Dagstuhl — Leibniz-Zentrum für Informatik, 2021
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10
Katharsis – A Tool for Computational Drametrics ...
Schmidt, Thomas; Burghardt, Manuel; Dennerlein, Katrin. - : Universität Regensburg, 2019
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11
Katharsis – A Tool for Computational Drametrics
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12
Sentiment Annotation for Lessing’s Plays: Towards a Language Resource for Sentiment Analysis on German Literary Texts
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13
Der Bildungsroman im literarischen Feld : Neue Perspektiven auf eine Gattung
Böhm, Elisabeth [Herausgeber]; Dennerlein, Katrin [Herausgeber]. - Berlin : De Gruyter, 2018
DNB Subject Category Language
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14
„Kann man denn auch nicht lachend sehr ernsthaft sein?" – Zum Einsatz von Sentiment Analyse-Verfahren für die quantitative Untersuchung von Lessings Dramen
Schmidt, Thomas; Burghardt, Manuel; Dennerlein, Katrin. - : Universitäts- und Stadtbibliothek Köln, 2018
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15
Sentiment Annotation of Historic German Plays: An Empirical Study on Annotation Behavior
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Sentiment Annotation of Historic German Plays: An Empirical Study on Annotation Behavior
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17
Der Bildungsroman im literarischen Feld : Neue Perspektiven auf eine Gattung
Böhm, Elisabeth [Herausgeber]; Dennerlein, Katrin [Herausgeber]. - Berlin/Boston : De Gruyter, 2016
DNB Subject Category Language
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18
Katharsis – Ein Werkzeug für die quantitative Dramenanalyse ...
Burghardt, Manuel; Dennerlein, Katrin; Schmidt, Thomas. - : Universität Regensburg, 2016
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19
Heterotope Herrschaftsräume in frühhöfischen Epen und ihren Bearbeitungen (König Rother, Herzog Ernst B, D und G)
Weitbrecht, Julia. - : de Gruyter, 2016
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Katharsis – Ein Werkzeug für die quantitative Dramenanalyse
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