Recent Advances in Multimodal Affective Computing: An NLP Perspective

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Bibliographic Details
Main Authors:	Hu, Guimin, Lyu, Weimin, Sun, Chang, Zhu, Zhihong, Gui, Lin, Cai, Ruichu, Cambria, Erik, Seifi, Hasti
Format:	Preprint
Published:	2024
Subjects:	Computation and Language
Online Access:	Acceder al recurso
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HapticLLaMA: A Multimodal Sensory Language Model for Haptic Captioning
by: Hu, Guimin, et al.
Published: (2025)

HapticCap: A Multimodal Dataset and Task for Understanding User Experience of Vibration Haptic Signals
by: Hu, Guimin, et al.
Published: (2025)

UniMEEC: Towards Unified Multimodal Emotion Recognition and Emotion Cause
by: Hu, Guimin, et al.
Published: (2024)

Partitioner Guided Modal Learning Framework
by: Hu, Guimin, et al.
Published: (2025)

Grounding Emotional Descriptions to Electrovibration Haptic Signals
by: Hu, Guimin, et al.
Published: (2024)

What Gets Activated: Uncovering Domain and Driver Experts in MoE Language Models
by: Hu, Guimin, et al.
Published: (2026)

CMCTS: A Constrained Monte Carlo Tree Search Framework for Mathematical Reasoning in Large Language Model
by: Lin, Qingwen, et al.
Published: (2025)

Affective Computing in the Era of Large Language Models: A Survey from the NLP Perspective
by: Zhang, Yiqun, et al.
Published: (2024)

SERE: Structural Example Retrieval for Enhancing LLMs in Event Causality Identification
by: Hao, Zhifeng, et al.
Published: (2026)

Are NLP Models Good at Tracing Thoughts: An Overview of Narrative Understanding
by: Zhu, Lixing, et al.
Published: (2023)

Affective Flow Language Model for Emotional Support Conversation
by: Zou, Chenghui, et al.
Published: (2026)

Adaptive Geodesic Conformal Prediction for Egocentric Camera Pose Estimation
by: Pathak, Aishani, et al.
Published: (2026)

Exploring Cognitive and Aesthetic Causality for Multimodal Aspect-Based Sentiment Analysis
by: Xiao, Luwei, et al.
Published: (2025)

From Large to Tiny: Distilling and Refining Mathematical Expertise for Math Word Problems with Weakly Supervision
by: Lin, Qingwen, et al.
Published: (2024)

Sound2Hap: Learning Audio-to-Vibrotactile Haptic Generation from Human Ratings
by: Li, Yinan, et al.
Published: (2026)

Towards Faithful Natural Language Explanations: A Study Using Activation Patching in Large Language Models
by: Yeo, Wei Jie, et al.
Published: (2024)

Plausible Extractive Rationalization through Semi-Supervised Entailment Signal
by: Yeo, Wei Jie, et al.
Published: (2024)

A Systematic Analysis of Biases in Large Language Models
by: Zhang, Xulang, et al.
Published: (2025)

SemEval-2024 Task 3: Multimodal Emotion Cause Analysis in Conversations
by: Wang, Fanfan, et al.
Published: (2024)

iNews: A Multimodal Dataset for Modeling Personalized Affective Responses to News
by: Hu, Tiancheng, et al.
Published: (2025)

GatedxLSTM: A Multimodal Affective Computing Approach for Emotion Recognition in Conversations
by: Li, Yupei, et al.
Published: (2025)

ViDscribe: Multimodal AI for Customizing Audio Description and Question Answering in Online Videos
by: Cheema, Maryam, et al.
Published: (2026)

Mitigating Behavioral Hallucination in Multimodal Large Language Models for Sequential Images
by: You, Liangliang, et al.
Published: (2025)

Text-to-SQL as Dual-State Reasoning: Integrating Adaptive Context and Progressive Generation
by: Hao, Zhifeng, et al.
Published: (2025)

Mitigating Jailbreaks with Intent-Aware LLMs
by: Yeo, Wei Jie, et al.
Published: (2025)

Prompted Aspect Key Point Analysis for Quantitative Review Summarization
by: Tang, An Quang, et al.
Published: (2024)

Opportunities and Challenges of LLMs in Education: An NLP Perspective
by: Vajjala, Sowmya, et al.
Published: (2025)

Describe Now: User-Driven Audio Description for Blind and Low Vision Individuals
by: Cheema, Maryam, et al.
Published: (2024)

AdapTics: A Toolkit for Creative Design and Integration of Real-Time Adaptive Mid-Air Ultrasound Tactons
by: John, Kevin, et al.
Published: (2024)

An Interactive Tool for Simulating Mid-Air Ultrasound Tactons on the Skin
by: Lim, Chungman, et al.
Published: (2024)

Designing Distinguishable Mid-Air Ultrasound Tactons with Temporal Parameters
by: Lim, Chungman, et al.
Published: (2024)

Towards Faithful Model Explanation in NLP: A Survey
by: Lyu, Qing, et al.
Published: (2022)

Recent Advances in Hate Speech Moderation: Multimodality and the Role of Large Models
by: Hee, Ming Shan, et al.
Published: (2024)

ChartQA-X: Generating Explanations for Visual Chart Reasoning
by: Hegde, Shamanthak, et al.
Published: (2025)

Class Distillation with Mahalanobis Contrast: An Efficient Training Paradigm for Pragmatic Language Understanding Tasks
by: Wang, Chenlu, et al.
Published: (2025)

An Audit on the Perspectives and Challenges of Hallucinations in NLP
by: Venkit, Pranav Narayanan, et al.
Published: (2024)

XAI meets LLMs: A Survey of the Relation between Explainable AI and Large Language Models
by: Cambria, Erik, et al.
Published: (2024)

Prompt-SAW: Leveraging Relation-Aware Graphs for Textual Prompt Compression
by: Ali, Muhammad Asif, et al.
Published: (2024)

EduStory: A Unified Framework for Pedagogically-Consistent Multi-Shot STEM Instructional Video Generation
by: Wu, Xinyi, et al.
Published: (2026)

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