Multimodal emotion-cause pair extraction with holistic interaction and label constraint

B Li, H Fei, F Li, T Chua, D Ji - ACM Transactions on Multimedia …, 2024 - dl.acm.org
The multimodal emotion-cause pair extraction (MECPE) task aims to detect the emotions,
causes, and emotion-cause pairs from multimodal conversations. Existing methods for this …

A semantic structure-based emotion-guided model for emotion-cause pair extraction

Y Wang, Y Li, K Yu, J Yang - Pattern Recognition, 2024 - Elsevier
Emotion-cause pair extraction (ECPE) task aims to identify both emotion and cause clauses
in a given document, which has received growing attention in recent years. Existing ECPE …

Span-level emotion-cause-category triplet extraction via table-filling

D Yang, X Li, Z Zhao, F Huang, KS Song - Expert Systems with Applications, 2024 - Elsevier
Emotion cause analysis has been a prominent focus in natural language processing. The
existing studies mainly focus on the clause-level emotion cause extraction (ECE) or emotion …

Event Causal Relation Extraction in Brain Connectomics: A Model Utilizing Weighted Joint Constrained Learning

L Ma, J Chen, J Huang, Y Yao… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Brain science research has entered the era of connectomics, characterized by a significant
increase in published articles investigating brain structure and functional connections …

Improving Representation with Intra-and Inter-clause Commonsense Injection for Emotion-Cause Pair Extraction

G Hu, J Xie - IEEE Transactions on Audio, Speech and …, 2025 - ieeexplore.ieee.org
Emotion-Cause Pair Extraction (ECPE) aims to simultaneously extract emotions and their
corresponding causes, which is crucial for understanding human intent. Generally …

Emotion-Cause Pair Extraction in Conversations Based on Multi-Turn MRC with Position-Aware GCN

C Liu, C Niu, J Xie, Y Jia, H Zan - … International Conference on …, 2023 - ieeexplore.ieee.org
Emotion Cause Pair Extraction in Conversations (ECPEC) is a challenging new task in the
field of sentiment analysis. Its objective is to extract emotion utterances and their …

Leveraging Two-Stream Cause-Effect Relation for Emotion-Cause Analysis

J Ran, Z Tian, W Luo, S Li - … on Natural Language Processing and Chinese …, 2024 - Springer
Abstract Emotion Cause Analysis (ECA) is a task to analyze corresponding causes for
emotions expressed in a text, utilizing explicit or implicit cause-effect relations between …