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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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Towards a Corpus of Historical German Plays with Emotion Annotations ...
Schmidt, Thomas; Dennerlein, Katrin; Wolff, Christian. - : Universität Regensburg, 2021
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Towards the Analysis of Fan Fictions in German Language: Exploration of a Corpus from the Platform Archive of Our Own ...
Schmidt, Thomas; Grünler, Johanna; Schönwerth, Nicole. - : 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
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 ... : Proceedings of the 5th Joint SIGHUM Workshop on Computational Linguistics for Cultural Heritage, Social Sciences, Humanities and Literature ...
Keyword: 004 Informatik
URL: https://epub.uni-regensburg.de/id/eprint/51576
https://dx.doi.org/10.5283/epub.51576
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Korpuslinguistik in der Rechtswissenschaft. Eine webbasierte Analyseplattform für EuGH-Entscheidungen ...
Mielke, Bettina; Wolff, Christian. - : Universität Regensburg, 2021
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Exploring Multimodal Sentiment Analysis in Plays: A Case Study for a Theater Recording of Emilia Galotti ...
Schmidt, Thomas; Wolff, Christian. - : Universität Regensburg, 2021
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SentText: A Tool for Lexicon-based Sentiment Analysis in Digital Humanities ...
Schmidt, Thomas; Dangel, Johanna; Wolff, Christian. - : Universität Regensburg, 2021
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Lexicon-based Sentiment Analysis in German: Systematic Evaluation of Resources and Preprocessing Techniques ...
Fehle, Jakob; Schmidt, Thomas; Wolff, Christian. - : Universität Regensburg, 2021
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SentText: A Tool for Lexicon-Based Sentiment Analysis in Digital Humanities ...
Schmidt, Thomas; Dangel, Johanna; Wolff, Christian. - : Hochschulverband Informationswissenschaft,Universität Regensburg, 2021
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Using Deep Learning for Emotion Analysis of 18th and 19th Century German Plays ...
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Towards the Analysis of Fan Fictions in German Language: Exploration of a Corpus from the Platform Archive of Our Own
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SentText: A Tool for Lexicon-based Sentiment Analysis in Digital Humanities
Schmidt, Thomas; Dangel, Johanna; Wolff, Christian. - : Werner Hülsbusch, 2021
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Exploring Multimodal Sentiment Analysis in Plays: A Case Study for a Theater Recording of Emilia Galotti
Schmidt, Thomas; Wolff, Christian. - : CEUR Workshop Proceedings (CEUR-WS.org), 2021
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Comparing Live Sentiment Annotation of Movies via Arduino and a Slider with Textual Annotation of Subtitles
Schmidt, Thomas; Engl, Isabella; Halbhuber, David. - : CEUR Workshop Proceedings, 2021
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Using Deep Learning for Emotion Analysis of 18th and 19th Century German Plays
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Lexicon-based Sentiment Analysis in German: Systematic Evaluation of Resources and Preprocessing Techniques
Schmidt, Thomas; Wolff, Christian; Fehle, Jakob. - : KONVENS 2021 Organizers, 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. - : Association for Computational Linguistics, 2021
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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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Distant Reading of Religious Online Communities: A Case Study for Three Religious Forums on Reddit ...
Schmidt, Thomas; Kaindl, Florian; Wolff, Christian. - : Universität Regensburg, 2020
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