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All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year Sort by creator [A → Z]' creator [Z → A]' publishing year ↑ (asc)' publishing year ↓ (desc)' title [A → Z]' title [Z → A]' Simple Search Hits 1 – 20 of 20 1 Evaluation computergestützter Verfahren der Emotionsklassifikation für deutschsprachige Dramen um 1800 ... Schmidt, Thomas; Dennerlein, Katrin; Wolff, Christian. - : Zenodo, 2022 BASE Show details 2 Evaluation computergestützter Verfahren der Emotionsklassifikation für deutschsprachige Dramen um 1800 ... Schmidt, Thomas; Dennerlein, Katrin; Wolff, Christian. - : Zenodo, 2022 BASE Show details 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 Show details 4 Towards a Corpus of Historical German Plays with Emotion Annotations ... Schmidt, Thomas; Dennerlein, Katrin; Wolff, Christian. - : Universität Regensburg, 2021 BASE Show details 5 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 BASE Show details 6 Using Deep Learning for Emotion Analysis of 18th and 19th Century German Plays ... Schmidt, Thomas; Dennerlein, Katrin; Wolff, Christian. - : Melusina Press, 2021 BASE Show details 7 Using Deep Learning for Emotion Analysis of 18th and 19th Century German Plays Dennerlein, Katrin; Wolff, Christian; Schmidt, Thomas. - : Melusina Press, 2021 Abstract: We present first results of the project “Emotions in Drama” in which we explore the annotation of emotions and the application of computational emotion analysis, predominantly deep learning-based methods, in the context of historical German plays of the time around 1800. We performed a pilot annotation study with five plays generating over 6,500 annotations for up to 13 sub-emotions structured in a hierarchical scheme. This emotion scheme includes common types like joy, anger or hate but also concepts that are specifically important for German literary criticism of this period like friendship, compassion or Schadenfreude. We evaluate the performance of various methods of emotion-based text sequence classification including lexicon-based methods, traditional machine learning, fastText as static word embedding, various transformer models based on BERT- or ELECTRA-architectures and pretrained with contemporary language, transformer-based methods pretrained or finetuned for historical and/or poetic language as well as the finetuning of BERT models via our own corpora and plays. We do achieve state-of-the-art results with hierarchical levels with two or three classes, i. e. the classification of valence (positive/negative). The best models are the transformer-based models gbert-large and gelectra-large by deepset pretrained on large corpora of contemporary German, which achieve accuracy values of up to 83%. Lexicon-based methods, traditional machine learning as well as static word embeddings are consistently outperformed by transformer-based models. Models trained on historical texts show small and inconsistent improvements. The performance becomes significantly smaller for settings with multiple sub-emotions like 6 or 13 due to the general challenge and class imbalances in which the models achieve 57% and 47% respectively. We discuss how we intend to continue our annotations and how to improve the prediction results via various optimization techniques in future work. Keyword: 004 Informatik; 400 Sprachwissenschaft; 430 Deutsch; 792 Theater; 800 Literatur; 830 Deutsche Literatur; ddc:004; ddc:400; ddc:430; ddc:792; ddc:800; ddc:830; Linguistik; Literaturwissenschaft; Rhetorik; Tanz URL: https://epub.uni-regensburg.de/50827/ https://epub.uni-regensburg.de/50827/1/vDhd-Beitrag-Schmidt-UsingDeepLearning.pdf https://epub.uni-regensburg.de/50827/7/vDhd-Beitrag-Schmidt-UsingDeepLearning-PublishedVersion_workingLinks.pdf https://www.melusinapress.lu/read/10-26298-melusina-8f8w-y749-udlf/section/8d0fefff-384c-4798-b5d7-032809de2430 BASE Hide details 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 BASE Show details 9 Towards a Corpus of Historical German Plays with Emotion Annotations Schmidt, Thomas; Dennerlein, Katrin; Wolff, Christian. - : Schloss Dagstuhl — Leibniz-Zentrum für Informatik, 2021 BASE Show details 10 Katharsis – A Tool for Computational Drametrics ... Schmidt, Thomas; Burghardt, Manuel; Dennerlein, Katrin. - : Universität Regensburg, 2019 BASE Show details 11 Katharsis – A Tool for Computational Drametrics Schmidt, Thomas; Burghardt, Manuel; Dennerlein, Katrin. - 2019 BASE Show details 12 Sentiment Annotation for Lessing’s Plays: Towards a Language Resource for Sentiment Analysis on German Literary Texts Schmidt, Thomas; Burghardt, Manuel; Dennerlein, Katrin. - : RWTH Aachen, 2019 BASE Show details 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 Show details 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 BASE Show details 15 Sentiment Annotation of Historic German Plays: An Empirical Study on Annotation Behavior Schmidt, Thomas; Burghardt, Manuel; Dennerlein, Katrin. - 2018 BASE Show details 16 Sentiment Annotation of Historic German Plays: An Empirical Study on Annotation Behavior Schmidt, Thomas; Burghardt, Manuel; Dennerlein, Katrin. - 2018 BASE Show details 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 Show details 18 Katharsis – Ein Werkzeug für die quantitative Dramenanalyse ... Burghardt, Manuel; Dennerlein, Katrin; Schmidt, Thomas. - : Universität Regensburg, 2016 BASE Show details 19 Heterotope Herrschaftsräume in frühhöfischen Epen und ihren Bearbeitungen (König Rother, Herzog Ernst B, D und G) Weitbrecht, Julia. - : de Gruyter, 2016 BASE Show details 20 Katharsis – Ein Werkzeug für die quantitative Dramenanalyse Burghardt, Manuel; Dennerlein, Katrin; Schmidt, Thomas. - 2016 BASE Show details

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