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 …

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

Z Ding, R Xia, 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 …

ECPEC: Emotion-cause pair extraction in conversations

W Li, Y Li, V Pandelea, M Ge, L Zhu… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Conversational sentiment analysis (CSA) and emotion-cause pair extraction (ECPE) tasks
have attracted increasing attention in recent years. The former aims to predict the sentiment …

Multi-task sequence tagging for emotion-cause pair extraction via tag distribution refinement

C Fan, C Yuan, L Gui, Y Zhang… - IEEE/ACM Transactions …, 2021 - ieeexplore.ieee.org
The task emotion-cause pair extraction deals with finding all emotions and the
corresponding causes from emotion texts. Existing joint methods solve it as multi-task …

A unified target-oriented sequence-to-sequence model for emotion-cause pair extraction

Z Cheng, Z Jiang, Y Yin, N Li… - IEEE/ACM Transactions on …, 2021 - ieeexplore.ieee.org
Emotion-cause pair extraction is a recently proposed task that aims at extracting all potential
clause-level pairs of emotion and cause in text. To solve this task, researchers first proposed …

A unified sequence labeling model for emotion cause pair extraction

X Chen, Q Li, J Wang - … of the 28th International Conference on …, 2020 - aclanthology.org
Emotion-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 …

An end-to-end network for emotion-cause pair extraction

A Singh, S Hingane, S Wani, A Modi - arXiv preprint arXiv:2103.01544, 2021 - arxiv.org
The task of Emotion-Cause Pair Extraction (ECPE) aims to extract all potential clause-pairs
of emotions and their corresponding causes in a document. Unlike the more well-studied …

Multi-granularity semantic aware graph model for reducing position bias in emotion-cause pair extraction

Y Bao, Q Ma, L Wei, W Zhou, S Hu - arXiv preprint arXiv:2205.02132, 2022 - arxiv.org
The Emotion-Cause Pair Extraction (ECPE) task aims to extract emotions and causes as
pairs from documents. We observe that the relative distance distribution of emotions and …

Recurrent synchronization network for emotion-cause pair extraction

F Chen, Z Shi, Z Yang, Y Huang - Knowledge-Based Systems, 2022 - Elsevier
Emotion-cause pair extraction is a fundamental task in emotion analysis, which aims to
extract emotions and their corresponding causes from documents. Recent studies have …

A knowledge-guided graph attention network for emotion-cause pair extraction

P Zhu, B Wang, K Tang, H Zhang, X Cui… - Knowledge-Based …, 2024 - Elsevier
Abstract Emotion-Cause Pair Extraction (ECPE) is a research objective focused on
identifying and extracting all emotion-clause and cause-clause pairs from unannotated …