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Large language models (LLMs) have demonstrated impressive performance in mathematical and commonsense reasoning tasks using chain-of-thought (CoT) prompting techniques. But can they perform emotional reasoning by concatenating `Let's think…

计算与语言 · 计算机科学 2024-08-12 Ankita Bhaumik , Tomek Strzalkowski

Co-speech gestures increase engagement and improve speech understanding. Most data-driven robot systems generate rhythmic beat-like motion, yet few integrate semantic emphasis. To address this, we propose a lightweight transformer that…

Commonsense knowledge graph reasoning(CKGR) is the task of predicting a missing entity given one existing and the relation in a commonsense knowledge graph (CKG). Existing methods can be classified into two categories generation method and…

计算与语言 · 计算机科学 2020-08-14 Cunxiang Wang , Jinhang Wu , Luxin Liu , Yue Zhang

The ability of humans to detect and respond to others' emotions is fundamental to understanding social behavior. Here, agents are instantiated with emotion classifiers of varying accuracy to study the impact of perceptual accuracy on…

人工智能 · 计算机科学 2025-09-03 David Freire-Obregón

Recent studies on knowledge graphs (KGs) show that path-based methods empowered by pre-trained language models perform well in the provision of inductive and explainable relation predictions. In this paper, we introduce the concepts of…

计算与语言 · 计算机科学 2023-05-02 Zhixiang Su , Di Wang , Chunyan Miao , Lizhen Cui

Empathetic dialogue is a human-like behavior that requires the perception of both affective factors (e.g., emotion status) and cognitive factors (e.g., cause of the emotion). Besides concerning emotion status in early work, the latest…

计算与语言 · 计算机科学 2023-02-24 Yushan Qian , Bo Wang , Ting-En Lin , Yinhe Zheng , Ying Zhu , Dongming Zhao , Yuexian Hou , Yuchuan Wu , Yongbin Li

We present a novel large-scale dataset and accompanying machine learning models aimed at providing a detailed understanding of the interplay between visual content, its emotional effect, and explanations for the latter in language. In…

计算机视觉与模式识别 · 计算机科学 2021-01-20 Panos Achlioptas , Maks Ovsjanikov , Kilichbek Haydarov , Mohamed Elhoseiny , Leonidas Guibas

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,…

Understanding emotions is fundamental to human interaction and experience. Humans easily infer emotions from situations or facial expressions, situations from emotions, and do a variety of other affective cognition. How adept is modern AI…

This document presents endeavors to represent emotion in a computational cognitive architecture. The first part introduces research organizing with two axes of emotional affect: pleasantness and arousal. Following this basic of emotional…

人机交互 · 计算机科学 2023-01-03 Junya Morita

The focus of the efforts for defining and modelling emotion is broadly shifting from classical definite marker theory to statistically context situated conceptual theory. However, the role of context processing and its interaction with the…

神经元与认知 · 定量生物学 2020-05-05 Sudhakar Mishra , U. S. Tiwary

Early detection of mental health conditions, particularly stress and depression, from social media text remains a challenging open problem in computational psychiatry and natural language processing. Automated systems must contend with…

计算与语言 · 计算机科学 2026-04-29 Vijay Yadav

The scarcity of high-quality large-scale labeled datasets poses a huge challenge for employing deep learning models in video deception detection. To address this issue, inspired by the psychological theory on the relation between deception…

计算机视觉与模式识别 · 计算机科学 2024-12-13 Zihan Ji , Xuetao Tian , Ye Liu

Cross-lingual emotion detection allows us to analyze global trends, public opinion, and social phenomena at scale. We participated in the Explainability of Cross-lingual Emotion Detection (EXALT) shared task, achieving an F1-score of 0.6046…

计算与语言 · 计算机科学 2024-07-03 Long Cheng , Qihao Shao , Christine Zhao , Sheng Bi , Gina-Anne Levow

A short and simple text carrying no emotion can represent some strong emotions when reading along with its context, i.e., the same sentence can express extreme anger as well as happiness depending on its context. In this paper, we propose a…

计算与语言 · 计算机科学 2020-02-06 Kumar Shikhar Deep , Asif Ekbal , Pushpak Bhattacharyya

Emotion significantly impacts our daily behaviors and interactions. While recent generative AI models, such as large language models, have shown impressive performance in various tasks, it remains unclear whether they truly comprehend…

人工智能 · 计算机科学 2024-06-10 Cheng Li , Jindong Wang , Yixuan Zhang , Kaijie Zhu , Xinyi Wang , Wenxin Hou , Jianxun Lian , Fang Luo , Qiang Yang , Xing Xie

Explainable Multimodal Emotion Recognition (EMER) is an emerging task that aims to achieve reliable and accurate emotion recognition. However, due to the high annotation cost, the existing dataset (denoted as EMER-Fine) is small, making it…

人机交互 · 计算机科学 2024-07-11 Zheng Lian , Haiyang Sun , Licai Sun , Jiangyan Yi , Bin Liu , Jianhua Tao

Generating a vivid, novel, and diverse essay with only several given topic words is a challenging task of natural language generation. In previous work, there are two problems left unsolved: neglect of sentiment beneath the text and…

计算与语言 · 计算机科学 2020-10-13 Lin Qiao , Jianhao Yan , Fandong Meng , Zhendong Yang , Jie Zhou

Large-scale audio language models (ALMs), such as Qwen2-Audio, are capable of comprehending diverse audio signal, performing audio analysis and generating textual responses. However, in speech emotion recognition (SER), ALMs often suffer…

声音 · 计算机科学 2025-12-30 Zhixian Zhao , Xinfa Zhu , Xinsheng Wang , Shuiyuan Wang , Xuelong Geng , Wenjie Tian , Lei Xie

Image generation based on diffusion models has demonstrated impressive capability, motivating exploration into diverse and specialized applications. Owing to the importance of emotion in advertising, emotion-oriented image generation has…

计算机视觉与模式识别 · 计算机科学 2025-12-23 Guoli Jia , Junyao Hu , Xinwei Long , Kai Tian , Kaiyan Zhang , KaiKai Zhao , Ning Ding , Bowen Zhou