mlsanityData to 7 Oct 2026

EmotionX-IDEA: Emotion BERT -- an Affectional Model for Conversation

arXiv 1908.06264 ↗First posted 17 Aug 2019cs.CLcited by 13

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Abstract (arXiv)

In this paper, we investigate the emotion recognition ability of the pre-training language model, namely BERT. By the nature of the framework of BERT, a two-sentence structure, we adapt BERT to continues dialogue emotion prediction tasks, which rely heavily on the sentence-level context-aware understanding. The experiments show that by mapping the continues dialogue into a causal utterance pair, which is constructed by the utterance and the reply utterance, models can better capture the emotions of the reply utterance. The present method has achieved 0.815 and 0.885 micro F1 score in the testing dataset of Friends and EmotionPush, respectively.

Key facts. Cited by 13 papers in the map (data through 7 Oct 2026). First posted on arXiv 17 Aug 2019.

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Citing papers per year: 2021: 2; 2022: 6; 2023: 3; 2024: 1; 2025: 1.

13 papers.

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  1. 2022Deep Emotion Recognition in Textual Conversations: A Surveycited by 12
  2. 2021Using Knowledge-Embedded Attention to Augment Pre-trained Language Models for Fine-Grained Emotion Recognitioncited by 10
  3. 2022ArmanEmo: A Persian Dataset for Text-based Emotion Detectioncited by 9
  4. 2023A Survey of Personality, Persona, and Profile in Conversational Agents and Chatbotscited by 5
  5. 2021Cross Domain Emotion Recognition using Few Shot Knowledge Transfercited by 2
  6. 2022Transformer-based Text Classification on Unified Bangla Multi-class Emotion Corpuscited by 2
  7. 2025Emotion Recognition and Generation: A Comprehensive Review of Face, Speech, and Text Modalitiescited by 2
  8. 2022Towards a Sentiment-Aware Conversational Agentcited by 1
  9. 2022Towards Generating Robust, Fair, and Emotion-Aware Explanations for Recommender Systemscited by 1
  10. 2023Context Unlocks Emotions: Text-based Emotion Classification Dataset Auditing with Large Language Modelscited by 1
  11. 2022"That's so cute!": The CARE Dataset for Affective Response Detectioncited by 0
  12. 2023Causal Categorization of Mental Health Posts using Transformerscited by 0
1 more
  1. 2024Social Convos: Capturing Agendas and Emotions on Social Mediacited by 0