Emotion Cause Extraction
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Benchmarks
ECE
Most implemented
Emotion-Cause Pair Extraction: A New Task to Emotion Analysis in Texts
RTHN: A RNN-Transformer Hierarchical Network for Emotion Cause Extraction
End-to-end Emotion-Cause Pair Extraction via Learning to Link
MIPS at SemEval-2024 Task 3: Multimodal Emotion-Cause Pair Extraction in Conversations with Multimodal Language Models
Is ChatGPT a Good Sentiment Analyzer? A Preliminary Study
Papers
Acquiring Common Chinese Emotional Events Using Large Language Model
Knowledge about emotional events is an important kind of knowledge which has been applied to improve the effectiveness of different applications. However, emotional events cannot be easily acquired, especially common or …
Emotion Cause ExtractionThink out Loud: Emotion Deducing Explanation in Dialogues
Humans convey emotions through daily dialogues, making emotion understanding a crucial step of affective intelligence. To understand emotions in dialogues, machines are asked to recognize the emotion for an utterance (Em…
Common Sense ReasoningEmotion Cause ExtractionEmotion RecognitionMIPS at SemEval-2024 Task 3: Multimodal Emotion-Cause Pair Extraction in Conversations with Multimodal Language Models
This paper presents our winning submission to Subtask 2 of SemEval 2024 Task 3 on multimodal emotion cause analysis in conversations. We propose a novel Multimodal Emotion Recognition and Multimodal Emotion Cause Extract…
Emotion Cause ExtractionEmotion-Cause Pair ExtractionEmotion RecognitionMultimodal Emotion RecognitionUniMEEC: Towards Unified Multimodal Emotion Recognition and Emotion Cause
Multimodal emotion recognition in conversation (MERC) and multimodal emotion-cause pair extraction (MECPE) have recently garnered significant attention. Emotions are the expression of affect or feelings; responses to spe…
Emotion Cause ExtractionEmotion-Cause Pair ExtractionEmotion RecognitionEmotion Recognition in Conversation+1Is ChatGPT a Good Sentiment Analyzer? A Preliminary Study
Recently, ChatGPT has drawn great attention from both the research community and the public. We are particularly interested in whether it can serve as a universal sentiment analyzer. To this end, in this work, we provide…
Aspect-Based Sentiment Analysis (ABSA)Emotion Cause ExtractionEmotion-Cause Pair ExtractionExtract aspect-polarity tuple+2Emotion Prediction Oriented method with Multiple Supervisions for Emotion-Cause Pair Extraction
Emotion-cause pair extraction (ECPE) task aims to extract all the pairs of emotions and their causes from an unannotated emotion text. The previous works usually extract the emotion-cause pairs from two perspectives of e…
Emotion Cause ExtractionEmotion-Cause Pair ExtractionPrediction