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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 ...
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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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Emotion Classification in German Plays with Transformer-based Language Models Pretrained on Historical and Contemporary Language ...
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Korpuslinguistik in der Rechtswissenschaft. Eine webbasierte Analyseplattform für EuGH-Entscheidungen ...
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Exploring Multimodal Sentiment Analysis in Plays: A Case Study for a Theater Recording of Emilia Galotti ...
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SentText: A Tool for Lexicon-based Sentiment Analysis in Digital Humanities ...
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Lexicon-based Sentiment Analysis in German: Systematic Evaluation of Resources and Preprocessing Techniques ...
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SentText: A Tool for Lexicon-Based Sentiment Analysis in Digital Humanities ...
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Using Deep Learning for Emotion Analysis of 18th and 19th Century German Plays ...
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Abstract:
Fabrikation von Erkenntnis: Experimente in den Digital Humanities - ... : 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 ...
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Keyword:
BERT; Deep Neural Networks; Emotion Analysis; German Drama Studies; Sentiment Analysis, Deep Learning, ELECTRA
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URL: https://www.melusinapress.lu/read/10-26298-melusina-8f8w-y749-udlf https://dx.doi.org/10.26298/melusina.8f8w-y749-udlf
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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
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Exploring Multimodal Sentiment Analysis in Plays: A Case Study for a Theater Recording of Emilia Galotti
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Comparing Live Sentiment Annotation of Movies via Arduino and a Slider with Textual Annotation of Subtitles
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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
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Emotion Classification in German Plays with Transformer-based Language Models Pretrained on Historical and Contemporary Language
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Towards a Corpus of Historical German Plays with Emotion Annotations
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Distant Reading of Religious Online Communities: A Case Study for Three Religious Forums on Reddit ...
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