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Generating appropriate emotions for responses is essential for dialog systems to provide human-like interaction in various application scenarios. Most previous dialog systems tried to achieve this goal by learning empathetic manners from…

计算与语言 · 计算机科学 2024-04-12 Zhiyuan Wen , Jiannong Cao , Jiaxing Shen , Ruosong Yang , Shuaiqi Liu , Maosong Sun

Several studies have been reported in the literature for the automatic detection of mental disorders. It is reported that mental disorders are highly correlated. The exploration of this fact for the automatic detection of mental disorders…

人机交互 · 计算机科学 2022-08-05 Rohan Kumar Gupta , Rohit Sinha

Personality detection from text is commonly performed by analysing users' social media posts. However, existing methods heavily rely on large-scale annotated datasets, making it challenging to obtain high-quality personality labels.…

计算与语言 · 计算机科学 2025-09-03 Lingzhi Shen , Xiaohao Cai , Yunfei Long , Imran Razzak , Guanming Chen , Shoaib Jameel

Deception detection is of great significance for ensuring information security and conducting public opinion analysis, with personality factors and emotion cues playing a critical role. However, existing methods lack sample-level dynamic…

计算与语言 · 计算机科学 2026-04-21 Li Zheng , Yanyi Luo , Hao Fei , Yuzhe Ding , Yujie Huang , Fei Li , Chong Teng , Donghong Ji

Accurate emotion recognition is pivotal for nuanced and engaging human-computer interactions, yet remains difficult to achieve, especially in dynamic, conversation-like settings. In this study, we showcase how integrating eye-tracking data,…

人机交互 · 计算机科学 2025-11-03 Meisam Jamshidi Seikavandi , Jostein Fimland , Maria Barrett , Paolo Burelli

Personality recognition aims to identify the personality traits implied in user data such as dialogues and social media posts. Current research predominantly treats personality recognition as a classification task, failing to reveal the…

计算与语言 · 计算机科学 2024-10-01 Lei Sun , Jinming Zhao , Qin Jin

Personality detection from text aims to infer an individual's personality traits based on linguistic patterns. However, existing machine learning approaches often struggle to capture contextual information spanning multiple posts and tend…

计算与语言 · 计算机科学 2025-10-14 Guanming Chen , Lingzhi Shen , Xiaohao Cai , Imran Razzak , Shoaib Jameel

Emotion Recognition in Conversation (ERC) has become a fundamental capability for large language models (LLMs) in human-centric interaction. Beyond accurate recognition, coherent emotional expression is also crucial, yet both are limited by…

人工智能 · 计算机科学 2026-04-21 Shaowei Zhang , Faqiang Qian , Yan Chen , Ziliang Wang , Kang An , Yong Dai , Mengya Gao , Yichao Wu

There have been a recent line of works to automatically predict the emotions of posts in social media. Existing approaches consider the posts individually and predict their emotions independently. Different from previous researches, we…

计算与语言 · 计算机科学 2019-08-29 Xiabing Zhou , Zhongqing Wang , Shoushan Li , Guodong Zhou , Min Zhang

Emotion detection is a central problem in NLP, with recent progress driven by transformer-based models trained on established datasets. However, little is known about the linguistic regularities that characterize how emotions are expressed…

计算与语言 · 计算机科学 2026-03-24 Florian Lecourt , Madalina Croitoru , Konstantin Todorov

Automated emotion recognition has applications in various fields, such as human-machine interaction, healthcare, security, education, and emotion-aware recommendation/feedback systems. Developing methods to analyze human emotions accurately…

系统与控制 · 电气工程与系统科学 2024-09-11 Ruijie Fang , Ruoyu Zhang , Elahe Hosseini , Chongzhou Fang , Mahdi Eslaminehr , Setareh Rafatirad , Houman Homayoun

Human emotions are inherently ambiguous and impure. When designing systems to anticipate human emotions based on speech, the lack of emotional purity must be considered. However, most of the current methods for speech emotion classification…

音频与语音处理 · 电气工程与系统科学 2020-08-13 Shuiyang Mao , P. C. Ching , Tan Lee

Emotion Recognition (ER) is the process of identifying human emotions from given data. Currently, the field heavily relies on facial expression recognition (FER) because facial expressions contain rich emotional cues. However, it is…

计算机视觉与模式识别 · 计算机科学 2024-11-20 Yuanyuan Liu , Lin Wei , Kejun Liu , Yibing Zhan , Zijing Chen , Zhe Chen , Shiguang Shan

Text is the major method that is used for communication now a days, each and every day lots of text are created. In this paper the text data is used for the classification of the emotions. Emotions are the way of expression of the persons…

计算与语言 · 计算机科学 2019-01-11 Naveenkumar K S , Vinayakumar R , Soman KP

Automatic real personality recognition (RPR) aims to evaluate human real personality traits from their expressive behaviours. However, most existing solutions generally act as external observers to infer observers' personality impressions…

计算机视觉与模式识别 · 计算机科学 2025-08-04 Xiangyu Kong , Hengde Zhu , Haoqin Sun , Zhihao Guo , Jiayan Gu , Xinyi Ni , Wei Zhang , Shizhe Liu , Siyang Song

Personality detection aims to measure an individual's corresponding personality traits through their social media posts. The advancements in Large Language Models (LLMs) offer novel perspectives for personality detection tasks. Existing…

计算与语言 · 计算机科学 2026-01-27 Yuan Cao , Feixiang Liu , Xinyue Wang , Yihan Zhu , Hui Xu , Zheng Wang , Qiang Qiu

Emotion prediction is a key emerging research area that focuses on identifying and forecasting the emotional state of a human from multiple modalities. Among other data sources, physiological data can serve as an indicator for emotions with…

机器学习 · 计算机科学 2022-01-19 Maryam Khalid , Emily Willis

Emotion Prediction in Conversation (EPC) aims to forecast the emotions of forthcoming utterances by utilizing preceding dialogues. Previous EPC approaches relied on simple context modeling for emotion extraction, overlooking fine-grained…

多媒体 · 计算机科学 2024-08-09 Haoxiang Shi , Ziqi Liang , Jun Yu

Accurate and automatic detection of mood serves as a building block for use cases like user profiling which in turn power applications such as advertising, recommendation systems, and many more. One primary source indicative of an…

计算与语言 · 计算机科学 2022-02-09 Harichandana B S S , Sumit Kumar

Recently, the automatic prediction of personality traits has received increasing attention and has emerged as a hot topic within the field of affective computing. In this work, we present a novel deep learning-based approach for automated…

计算与语言 · 计算机科学 2020-10-06 Amirmohammad Kazameini , Samin Fatehi , Yash Mehta , Sauleh Eetemadi , Erik Cambria
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