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Once More, With Feeling: Measuring Emotion of Acting Performances in Contemporary American Film

arXiv 2411.10018 ↗First posted 15 Nov 2024cs.CLcited by 1

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Abstract (arXiv)

Narrative film is a composition of writing, cinematography, editing, and performance. While much computational work has focused on the writing or visual style in film, we conduct in this paper a computational exploration of acting performance. Applying speech emotion recognition models and a variationist sociolinguistic analytical framework to a corpus of popular, contemporary American film, we find narrative structure, diachronic shifts, and genre- and dialogue-based constraints located in spoken performances.

Key facts. Cited by 1 paper in the map (data through 7 Oct 2026). Builds on 11 of its 37 references that are in the map. First posted on arXiv 15 Nov 2024.

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11 of 37 references.

References · 11

  1. 2018MELD: A Multimodal Multi-Party Dataset for Emotion Recognition in Conversationscited by 636
  2. 2020GoEmotions: A Dataset of Fine-Grained Emotionscited by 479
  3. 2018From Louvain to Leiden: guaranteeing well-connected communitiescited by 379
  4. 2021Emotion Recognition from Speech Using Wav2vec 2.0 Embeddingscited by 158
  5. 2017Emotion Detection on TV Show Transcripts with Sequence-based Convolutional Neural Networkscited by 102
  6. 2016The emotional arcs of stories are dominated by six basic shapescited by 69
  7. 2022M3ED: Multi-modal Multi-scene Multi-label Emotional Dialogue Databasecited by 50
  8. 2024Emotion Analysis in NLP: Trends, Gaps and Roadmap for Future Directionscited by 26
  9. 2021Emotion Dynamics in Movie Dialoguescited by 19
  10. 2022TRILLsson: Distilled Universal Paralinguistic Speech Representationscited by 16
  11. 2024The Emotion Dynamics of Literary Novelscited by 12

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