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Serendipity plays a pivotal role in enhancing user satisfaction within recommender systems, yet its evaluation poses significant challenges due to its inherently subjective nature and conceptual ambiguity. Current algorithmic approaches…

Information Retrieval · Computer Science 2025-07-24 Li Kang , Yuhan Zhao , Li Chen

There is growing interest in artificial intelligence to build socially intelligent robots. This requires machines to have the ability to "read" people's emotions, motivations, and other factors that affect behavior. Towards this goal, we…

Computer Vision and Pattern Recognition · Computer Science 2018-04-17 Paul Vicol , Makarand Tapaswi , Lluis Castrejon , Sanja Fidler

We present metrics for evaluating dialog systems through a psychologically-grounded "human" lens in which conversational agents express a diversity of both states (e.g., emotion) and traits (e.g., personality), just as people do. We present…

Computation and Language · Computer Science 2023-09-19 Salvatore Giorgi , Shreya Havaldar , Farhan Ahmed , Zuhaib Akhtar , Shalaka Vaidya , Gary Pan , Lyle H. Ungar , H. Andrew Schwartz , Joao Sedoc

In a striking neuroscience study, the authors placed a dead salmon in an MRI scanner and showed it images of humans in social situations. Astonishingly, standard analyses of the time reported brain regions predictive of social emotions. The…

Artificial Intelligence · Computer Science 2025-12-23 Maxime Méloux , Giada Dirupo , François Portet , Maxime Peyrard

Natural Language Processing tasks that aim to infer an author's private states, e.g., emotions and opinions, from their written text, typically rely on datasets annotated by third-party annotators. However, the assumption that third-party…

Computation and Language · Computer Science 2025-04-29 Jiayi Li , Yingfan Zhou , Pranav Narayanan Venkit , Halima Binte Islam , Sneha Arya , Shomir Wilson , Sarah Rajtmajer

A growing number of approaches exist to generate explanations for image classification. However, few of these approaches are subjected to human-subject evaluations, partly because it is challenging to design controlled experiments with…

Artificial Intelligence · Computer Science 2021-05-07 Martin Schuessler , Philipp Weiß , Leon Sixt

This paper explores the integration of human-like emotions and ethical considerations into Large Language Models (LLMs). We first model eight fundamental human emotions, presented as opposing pairs, and employ collaborative LLMs to…

Computation and Language · Computer Science 2024-06-26 Edward Y. Chang

AI systems are becoming increasingly intertwined with human life. In order to effectively collaborate with humans and ensure safety, AI systems need to be able to understand, interpret and predict human moral judgments and decisions. Human…

Advancements in emotion aware language processing increasingly shape vital NLP applications ranging from conversational AI and affective computing to computational psychology and creative content generation. Existing emotion datasets either…

Computation and Language · Computer Science 2025-04-14 Vishal Gandhi , Sagar Gandhi

When an AI assistant remembers that Sarah is a single mother working two jobs, does it interpret her stress differently than if she were a wealthy executive? As personalized AI systems increasingly incorporate long-term user memory,…

Artificial Intelligence · Computer Science 2025-10-14 Xi Fang , Weijie Xu , Yuchong Zhang , Stephanie Eckman , Scott Nickleach , Chandan K. Reddy

Most existing emotion analysis emphasizes which emotion arises (e.g., happy, sad, angry) but neglects the deeper why. We propose Emotion Interpretation (EI), focusing on causal factors-whether explicit (e.g., observable objects,…

Artificial Intelligence · Computer Science 2025-04-18 Yuxiang Lin , Jingdong Sun , Zhi-Qi Cheng , Jue Wang , Haomin Liang , Zebang Cheng , Yifei Dong , Jun-Yan He , Xiaojiang Peng , Xian-Sheng Hua

The ability of an intelligent environment to connect and adapt to real internal sates, needs and behaviors' meaning of humans can be made possible by considering users' emotional states as contextual parameters. In this paper, we build on…

Human-Computer Interaction · Computer Science 2009-12-10 Nevin Vunka Jungum , Eric Laurent

The most prominent tasks in emotion analysis are to assign emotions to texts and to understand how emotions manifest in language. An observation for NLP is that emotions can be communicated implicitly by referring to events, appealing to an…

Computation and Language · Computer Science 2022-10-10 Enrica Troiano , Laura Oberländer , Roman Klinger

Physiological signals hold immense potential for ubiquitous emotion monitoring, presenting numerous applications in emotion recognition. However, harnessing this potential is hindered by significant challenges, particularly in the…

Human-Computer Interaction · Computer Science 2025-03-30 Pragya Singh , Ritvik Budhiraja , Pankaj Jalote , Mohan Kumar , Pushpendra Singh

Social media has become an integral part of modern life, but it has also brought with it the pervasive issue of cyberbullying a serious menace in today's digital age. Cyberbullying, a form of harassment that occurs on social networks, has…

Computation and Language · Computer Science 2024-11-12 Arvapalli Sai Susmitha , Pradeep Pujari

Human-AI interactions are increasingly part of everyday life, yet the interpersonal dynamics that unfold during such exchanges remain underexplored. This study investigates how emotional alignment, semantic exploration, and linguistic…

Human-Computer Interaction · Computer Science 2025-12-22 Halfdan Nordahl Fundal , Johannes Eide Rambøll , Karsten Olsen

Human-like AI agents such as robots and chatbots are becoming increasingly popular, but they present a variety of ethical concerns. The first concern is in how we define humanness, and how our definition impacts communities historically…

Computers and Society · Computer Science 2025-06-17 Naba Rizvi , Taggert Smith , Tanvi Vidyala , Mya Bolds , Harper Strickland , Andrew Begel , Rua Williams , Imani Munyaka

Art appreciation serves as a crucial medium for emotional communication and sociocultural dialogue. In the digital era, fostering deep user engagement on online art appreciation platforms remains a challenge. Leveraging generative AI…

Human-Computer Interaction · Computer Science 2024-09-25 Yongming Li , Hangyue Zhang , Andrea Yaoyun Cui , Zisong Ma , Yunpeng Song , Zhongmin Cai , Yun Huang

The integration of conversational agents into our daily lives has become increasingly common, yet many of these agents cannot engage in deep interactions with humans. Despite this, there is a noticeable shortage of datasets that capture…

Human-Computer Interaction · Computer Science 2025-03-19 Mohammed Althubyani , Zhijin Meng , Shengyuan Xie , Cha Seung , Imran Razzak , Eduardo B. Sandoval , Baki Kocaballi , Francisco Cruz

Large language models (LLMs) show increasingly advanced emergent capabilities and are being incorporated across various societal domains. Understanding their behavior and reasoning abilities therefore holds significant importance. We argue…

Computation and Language · Computer Science 2024-08-09 Thilo Hagendorff , Ishita Dasgupta , Marcel Binz , Stephanie C. Y. Chan , Andrew Lampinen , Jane X. Wang , Zeynep Akata , Eric Schulz
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