Recent Trends of Multimodal Affective Computing: A Survey from NLP Perspective

G Hu, Y Xin, W Lyu, H Huang, C Sun, Z Zhu… - arXiv preprint arXiv …, 2024 - arxiv.org
Multimodal affective computing (MAC) has garnered increasing attention due to its broad
applications in analyzing human behaviors and intentions, especially in text-dominated …

Transformer-based correlation mining network with self-supervised label generation for multimodal sentiment analysis

R Wang, Q Yang, S Tian, L Yu, X He, B Wang - Neurocomputing, 2025 - Elsevier
Abstract Multimodal Sentiment Analysis (MSA) aims to recognize and understand a
speaker's sentiment state by integrating information from natural language, facial …

Decoding the Flow: CauseMotion for Emotional Causality Analysis in Long-form Conversations

Y Zhang, Y Li, Z Yu, F Tang, Z Lu, C Li, K Dang… - arXiv preprint arXiv …, 2025 - arxiv.org
Long-sequence causal reasoning seeks to uncover causal relationships within extended
time series data but is hindered by complex dependencies and the challenges of validating …

Towards Multimodal Empathetic Response Generation: A Rich Text-Speech-Vision Avatar-based Benchmark

H Zhang, Z Meng, M Luo, H Han, L Liao… - THE WEB … - openreview.net
Empathetic Response Generation (ERG) is one of the key tasks of the affective computing
area, which aims to produce emotionally nuanced and compassionate responses to user's …

[PDF][PDF] Knowing What and Why: Causal Emotion Entailment for Emotion Recognition in Conversations

H Liua, R Weib, G Tub, J Linc, D Jiangb, E Cambriad - ww.sentic.net
The clues for eliciting emotion deserve attention in the realm of Emotion Recognition in
Conversations (ERC). In an ideal dialogue system, comprehending emotions alone is …

[PDF][PDF] Advancing E-commerce Sentiment Analysis: Benchmarking LLMs for Causal Reasoning in Customer Feedback

R Twose, D Nash - researchgate.net
E-commerce businesses are increasingly relying on advanced analytics to understand and
act upon customer feedback. Traditional sentiment analysis methods, while effective for …

[PDF][PDF] Enhancing E-commerce Customer Insights: Sentiment Analysis, Causal Reasoning, and LLM Benchmarking

HC Tano Kania - researchgate.net
In the rapidly evolving e-commerce landscape, understanding and leveraging customer
insights is essential for achieving business success. Sentiment analysis, powered by Large …