Papers with Emotion analysis
Emotion Analysis from Texts (2023.eacl-tutorials)
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| Challenge: | Emotion analysis in text is a field of research that encompasses a set of various natural language processing tasks. |
| Approach: | This tutorial provides an overview of research from emotion psychology . it discusses the use cases of emotion analysis in text, their societal impact and ethical considerations . |
| Outcome: | This paper provides an overview of research from emotion psychology which sets the ground for choosing adequate NLP methodology. |
Regrexit or not Regrexit: Aspect-based Sentiment Analysis in Polarized Contexts (2020.coling-main)
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| Challenge: | Aspect-based Sentiment Analysis (ABSA) aims at capturing sentiment expressed toward each aspect of a target entity. |
| Approach: | They propose to extend the task of Aspect-based Sentiment Analysis (ABSA) toward affect and emotion representation in polarized settings. |
| Outcome: | The proposed model captures aspect-based polarization from newspapers regarding the Brexit scenario of 1.2m entities at sentence-level. |
EmoProgress: Cumulated Emotion Progression Analysis in Dreams and Customer Service Dialogues (2024.lrec-main)
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| Challenge: | Emotion analysis often involves categorization of isolated textual units, but these are parts of longer discourses, like dialogues or stories. |
| Approach: | They propose a novel annotation setup for emotion categorization corpora that allows to annotate the emotion up to the annotated sentence. |
| Outcome: | The proposed annotation setup allows to answer the question which emotion is presumably experienced at a specific moment in time. |