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Emotion-Cause Pair Extraction: A New Task to Emotion Analysis in Texts
AbstractEmotion cause extraction (ECE), the task aimed at extracting the potential causes behind certain emotions in text, has gained much attention in recent years due to its wide applications. However, …...
A Symmetric Local Search Network for Emotion-Cause Pair Extraction
AbstractEmotion-cause pair extraction (ECPE) is a new task which aims at extracting the potential clause pairs of emotions and corresponding causes in a document. To tackle this task, a two-step …...
A Unified Sequence Labeling Model for Emotion Cause Pair Extraction
AbstractEmotion-cause pair extraction (ECPE) aims at extracting emotions and causes as pairs from documents, where each pair contains an emotion clause and a set of cause clauses. Existing approaches address …...
Effective Inter-Clause Modeling for End-to-End Emotion-Cause Pair Extraction
AbstractEmotion-cause pair extraction aims to extract all emotion clauses coupled with their cause clauses from a given document. Previous work employs two-step approaches, in which the first step extracts emotion …...
Emotion-Cause Pair Extraction as Sequence Labeling Based on A Novel Tagging Scheme
AbstractThe task of emotion-cause pair extraction deals with finding all emotions and the corresponding causes in unannotated emotion texts. Most recent studies are based on the likelihood of Cartesian product …...
End-to-End Emotion-Cause Pair Extraction with Graph Convolutional Network
AbstractEmotion-cause pair extraction (ECPE), which aims at simultaneously extracting emotion-cause pairs that express emotions and their corresponding causes in a document, plays a vital role in understanding natural languages. Considering …...
A Multi-turn Machine Reading Comprehension Framework with Rethink Mechanism for Emotion-Cause Pair Extraction
AbstractEmotion-cause pair extraction (ECPE) is an emerging task in emotion cause analysis, which extracts potential emotion-cause pairs from an emotional document. Most recent studies use end-to-end methods to tackle the …...
Conversational Emotion-Cause Pair Extraction with Guided Mixture of Experts
AbstractEmotion-Cause Pair Extraction (ECPE) task aims to pair all emotions and corresponding causes in documents.ECPE is an important task for developing human-like responses. However, previous ECPE research is conducted based …...
Joint Constrained Learning with Boundary-adjusting for Emotion-Cause Pair Extraction
AbstractEmotion-Cause Pair Extraction (ECPE) aims to identify the document’s emotion clauses and corresponding cause clauses. Like other relation extraction tasks, ECPE is closely associated with the relationship between sentences. Recent …...