Emotion-cause pair extraction: A new task to emotion analysis in texts

R **a, Z Ding - arxiv preprint arxiv:1906.01267, 2019 - arxiv.org
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 …

ECPE-2D: Emotion-cause pair extraction based on joint two-dimensional representation, interaction and prediction

Z Ding, R **a, J Yu - Proceedings of the 58th Annual Meeting of …, 2020 - aclanthology.org
In recent years, a new interesting task, called emotion-cause pair extraction (ECPE), has
emerged in the area of text emotion analysis. It aims at extracting the potential pairs of …

Event-driven emotion cause extraction with corpus construction

L Gui, R Xu, D Wu, Q Lu, Y Zhou - Social Media Content Analysis …, 2018 - World Scientific
In this chapter, we present our work in emotion cause extraction. Since there is no open
dataset available, the lack of annotated resources has limited the research in this area …

Perspective-taking and pragmatics for generating empathetic responses focused on emotion causes

H Kim, B Kim, G Kim - arxiv preprint arxiv:2109.08828, 2021 - arxiv.org
Empathy is a complex cognitive ability based on the reasoning of others' affective states. In
order to better understand others and express stronger empathy in dialogues, we argue that …

Transition-based directed graph construction for emotion-cause pair extraction

C Fan, C Yuan, J Du, L Gui, M Yang… - Proceedings of the 58th …, 2020 - aclanthology.org
Emotion-cause pair extraction aims to extract all potential pairs of emotions and
corresponding causes from unannotated emotion text. Most existing methods are pipelined …

A question answering approach to emotion cause extraction

L Gui, J Hu, Y He, R Xu, Q Lu, J Du - arxiv preprint arxiv:1708.05482, 2017 - arxiv.org
Emotion cause extraction aims to identify the reasons behind a certain emotion expressed in
text. It is a much more difficult task compared to emotion classification. Inspired by recent …

End-to-end emotion-cause pair extraction based on sliding window multi-label learning

Z Ding, R **a, J Yu - Proceedings of the 2020 conference on …, 2020 - aclanthology.org
Emotion-cause pair extraction (ECPE) is a new task that aims to extract the potential pairs of
emotions and their corresponding causes in a document. The existing methods first perform …

RTHN: A RNN-transformer hierarchical network for emotion cause extraction

R **a, M Zhang, Z Ding - arxiv preprint arxiv:1906.01236, 2019 - arxiv.org
The emotion cause extraction (ECE) task aims at discovering the potential causes behind a
certain emotion expression in a document. Techniques including rule-based methods …

Recognizing emotion cause in conversations

S Poria, N Majumder, D Hazarika, D Ghosal… - Cognitive …, 2021 - Springer
We address the problem of recognizing emotion cause in conversations, define two novel
sub-tasks of this problem, and provide a corresponding dialogue-level dataset, along with …

Recent trends in deep learning based textual emotion cause extraction

X Su, Z Huang, Y Zhao, Y Chen… - … /ACM Transactions on …, 2023 - ieeexplore.ieee.org
Emotion Cause Extraction Field (ECEF) focuses on the cause that triggers an emotion in a
document. Traditional ECEF aims to extract the cause based on a given emotion while …