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Emotion-Cause Pair Extraction: A New Task to Emotion Analysis in Texts

ACL 2019 NUSTM/ECPE

Emotion 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.

EMOTION CAUSE EXTRACTION EMOTION-CAUSE PAIR EXTRACTION MULTI-TASK LEARNING

RTHN: A RNN-Transformer Hierarchical Network for Emotion Cause Extraction

4 Jun 2019NUSTM/RTHN

The emotion cause extraction (ECE) task aims at discovering the potential causes behind a certain emotion expression in a document.

EMOTION CAUSE EXTRACTION

An End-to-End Multi-Task Learning to Link Framework for Emotion-Cause Pair Extraction

25 Feb 2020shl5133/E2EECPE

Specifically, our model regards pair extraction as a link prediction task, and learns to link from emotion clauses to cause clauses, i. e., the links are directional.

EMOTION CAUSE EXTRACTION EMOTION-CAUSE PAIR EXTRACTION LINK PREDICTION MULTI-TASK LEARNING

From Independent Prediction to Re-ordered Prediction: Integrating Relative Position and Global Label Information to Emotion Cause Identification

4 Jun 2019NUSTM/PAEDGL

We introduce a relative position augmented embedding learning algorithm, and transform the task from an independent prediction problem to a reordered prediction problem, where the dynamic global label information is incorporated.

EMOTION CAUSE EXTRACTION

An End-to-End Network for Emotion-Cause Pair Extraction

2 Mar 2021Aaditya-Singh/E2E-ECPE

The task of Emotion-Cause Pair Extraction (ECPE) aims to extract all potential clause-pairs of emotions and their corresponding causes in a document.

EMOTION CAUSE EXTRACTION EMOTION-CAUSE PAIR EXTRACTION

A Dual-Questioning Attention Network for Emotion-Cause Pair Extraction with Context Awareness

15 Apr 2021QixuanSun/DQAN

Existing work follows a two-stage pipeline which identifies emotions and causes at the first step and pairs them at the second step.

EMOTION CAUSE EXTRACTION EMOTION-CAUSE PAIR EXTRACTION SENTIMENT ANALYSIS

An Experimental Study of The Effects of Position Bias on Emotion CauseExtraction

16 Jul 2020JiayuanDing100/Position-Bias

We therefore conclude that it is the innate bias in this benchmark that caused high accuracy rate of these deep learning models in ECE.

EMOTION CAUSE EXTRACTION