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Multimodal Large Language Models (MLLMs) have shown remarkable progress in visual reasoning and understanding tasks but still struggle to capture the complexity and subjectivity of human emotions. Existing approaches based on supervised…

Artificial Intelligence · Computer Science 2026-03-02 Yiyang Fang , Wenke Huang , Pei Fu , Yihao Yang , Kehua Su , Zhenbo Luo , Jian Luan , Mang Ye

Emotion serves as an essential component in daily human interactions. Existing human motion generation frameworks do not consider the impact of emotions, which reduces naturalness and limits their application in interactive tasks, such as…

Computer Vision and Pattern Recognition · Computer Science 2025-08-11 Chen Zhu , Buzhen Huang , Zijing Wu , Binghui Zuo , Yangang Wang

This paper describes a between-subjects Amazon Mechanical Turk study (n = 220) that investigated how a robot's affective narrative influences its ability to elicit empathy in human observers. We first conducted a pilot study to develop and…

Robotics · Computer Science 2024-01-08 Morten Roed Frederiksen , Katrin Fischer , Maja Matarić

We explore the representational space of emotions by combining methods from different academic fields. Cognitive science has proposed appraisal theory as a view on human emotion with previous research showing how human-rated abstract event…

Computation and Language · Computer Science 2017-10-24 Andres Campero , Bjarke Felbo , Joshua B. Tenenbaum , Rebecca Saxe

Narrative visualization transforms data into engaging stories, making complex information accessible to a broad audience. Foundation models, with their advanced capabilities such as natural language processing, content generation, and…

Human-Computer Interaction · Computer Science 2025-02-14 Yi He , Ke Xu , Shixiong Cao , Yang Shi , Qing Chen , Nan Cao

Though impressive results have been achieved in visual captioning, the task of generating abstract stories from photo streams is still a little-tapped problem. Different from captions, stories have more expressive language styles and…

Computation and Language · Computer Science 2018-07-10 Xin Wang , Wenhu Chen , Yuan-Fang Wang , William Yang Wang

Emotion dynamics is a framework for measuring how an individual's emotions change over time. It is a powerful tool for understanding how we behave and interact with the world. In this paper, we introduce a framework to track emotion…

Computation and Language · Computer Science 2021-11-17 Will E. Hipson , Saif M. Mohammad

Emotions are the intrinsic or extrinsic representations of our experiences. The importance of emotions during a human-human interaction is immense as it formulates the basis of our interaction framework. There are several approaches in…

Human-Computer Interaction · Computer Science 2022-02-22 Sarwar Hussain Paplu , Chinmaya Mishra , Karsten Berns

Studying characters plays a vital role in computationally representing and interpreting narratives. Unlike previous work, which has focused on inferring character roles, we focus on the problem of modeling their relationships. Rather than…

Computation and Language · Computer Science 2015-12-01 Snigdha Chaturvedi , Shashank Srivastava , Hal Daume , Chris Dyer

Stories and emotions in movies emerge through the effect of well-thought-out directing decisions, in particular camera placement and movement over time. Crafting compelling camera trajectories remains a complex iterative process, even for…

Computer Vision and Pattern Recognition · Computer Science 2024-07-02 Robin Courant , Nicolas Dufour , Xi Wang , Marc Christie , Vicky Kalogeiton

Although the terms mood and emotion are closely related and often used interchangeably, they are distinguished based on their duration, intensity and attribution. To date, hardly any computational models have (a) examined mood recognition,…

Human-Computer Interaction · Computer Science 2022-10-04 Soujanya Narayana , Ramanathan Subramanian , Ibrahim Radwan , Roland Goecke

Emotions are one of the important components of the human being, thus they are a valuable part of daily activities such as interaction with people, decision making and learning. For this reason, it is important to detect, recognize and…

Human-Computer Interaction · Computer Science 2025-12-30 Ricardo Vasquez , Diego Riofrío-Luzcando , Joe Carrion-Jumbo , Cesar Guevara

Large language models (LLMs) demonstrate strong cognitive intelligence (IQ), yet many real-world interactions also require emotional intelligence (EQ) to produce responses that are both factually reliable and emotionally appropriate. In…

Computation and Language · Computer Science 2026-03-18 Yifei Zhang , Mingyang Li , Henry Gao , Liang Zhao

The recent advancement of Multimodal Large Language Models (MLLMs) is transforming human-computer interaction (HCI) from surface-level exchanges into more nuanced and emotionally intelligent communication. To realize this shift, emotion…

Artificial Intelligence · Computer Science 2026-01-06 Hyeongseop Rha , Jeong Hun Yeo , Yeonju Kim , Yong Man Ro

For a computer to naturally interact with a human, it needs to be human-like. In this paper, we propose a neural response generation model with multi-task learning of generation and classification, focusing on emotion. Our model based on…

Computation and Language · Computer Science 2021-05-26 Tatsuya Ide , Daisuke Kawahara

Despite remarkable advances in emotion recognition, they are severely restrained from either the essentially limited property of the employed single modality, or the synchronous presence of all involved multiple modalities. Motivated by…

Machine Learning · Computer Science 2019-07-25 Jing Han , Zixing Zhang , Zhao Ren , Björn Schuller

The majority of existing methods for empathetic response generation rely on the emotion of the context to generate empathetic responses. However, empathy is much more than generating responses with an appropriate emotion. It also often…

Computation and Language · Computer Science 2021-08-06 Navonil Majumder , Deepanway Ghosal , Devamanyu Hazarika , Alexander Gelbukh , Rada Mihalcea , Soujanya Poria

We propose a graph-based mechanism to extract rich-emotion bearing patterns, which fosters a deeper analysis of online emotional expressions, from a corpus. The patterns are then enriched with word embeddings and evaluated through several…

Computation and Language · Computer Science 2018-04-25 Elvis Saravia , Hsien-Chi Toby Liu , Yi-Shin Chen

Neural language model-based approaches to automated story generation suffer from two important limitations. First, language model-based story generators generally do not work toward a given goal or ending. Second, they often lose coherence…

Computation and Language · Computer Science 2021-12-08 Louis Castricato , Spencer Frazier , Jonathan Balloch , Nitya Tarakad , Mark Riedl

Reward modeling is essential for aligning large language models with human preferences through reinforcement learning. To provide accurate reward signals, a reward model (RM) should stimulate deep thinking and conduct interpretable…

Computation and Language · Computer Science 2026-03-09 Xiusi Chen , Gaotang Li , Ziqi Wang , Bowen Jin , Cheng Qian , Yu Wang , Hongru Wang , Yu Zhang , Denghui Zhang , Tong Zhang , Hanghang Tong , Heng Ji