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In response to the COVID-19 pandemic, traditional physical classrooms have transitioned to online environments, necessitating effective strategies to ensure sustained student engagement. A significant challenge in online teaching is the…

计算机视觉与模式识别 · 计算机科学 2023-11-20 Rekha R Nair , Tina Babu , Pavithra K

LLMs promise to overcome limitations of rule-based mental health chatbots through improved natural language capabilities, yet their ability to deliver evidence-based psychological interventions remains largely unverified because evaluations…

As emotional support chatbots have recently gained significant traction across both research and industry, a common evaluation strategy has emerged: use help-seeker simulators to interact with supporter chatbots. However, current simulators…

计算与语言 · 计算机科学 2026-04-28 Chaewon Heo , Cheyon Jin , Yohan Jo

Emotions widely affect human decision-making. This fact is taken into account by affective computing with the goal of tailoring decision support to the emotional states of individuals. However, the accurate recognition of emotions within…

计算与语言 · 计算机科学 2018-11-14 Bernhard Kratzwald , Suzana Ilic , Mathias Kraus , Stefan Feuerriegel , Helmut Prendinger

Automatic emotion recognition is one of the central concerns of the Human-Computer Interaction field as it can bridge the gap between humans and machines. Current works train deep learning models on low-level data representations to solve…

音频与语音处理 · 电气工程与系统科学 2021-11-22 Mariana Rodrigues Makiuchi , Kuniaki Uto , Koichi Shinoda

Empathy is essential for fostering natural interactions in spoken dialogue systems, as it enables machines to recognize the emotional tone of human speech and deliver empathetic responses. Recent research has made significant progress in…

计算与语言 · 计算机科学 2026-04-21 Yun Hong , Yan Zhou , Yang Feng

Transfer learning has been widely used in natural language processing through deep pretrained language models, such as Bidirectional Encoder Representations from Transformers and Universal Sentence Encoder. Despite the great success,…

信息检索 · 计算机科学 2022-06-15 Maryam Hasan , Elke Rundensteiner , Emmanuel Agu

With a major focus on its history, difficulties, and promise, this research paper provides a thorough analysis of the chatbot technology environment as it exists today. It provides a very flexible chatbot system that makes use of…

人工智能 · 计算机科学 2023-10-16 Shivom Aggarwal , Shourya Mehra , Pritha Mitra

Emotion is an intricate physiological response that plays a crucial role in how we respond and cooperate with others in our daily affairs. Numerous experiments have been evolved to recognize emotion, however still require exploration to…

人机交互 · 计算机科学 2023-11-20 Danastan Tasaouf Mridula , Abu Ahmed Ferdaus , Tanmoy Sarkar Pias

This paper proposes a speech-based method for automatic depression classification. The system is based on ensemble learning for Convolutional Neural Networks (CNNs) and is evaluated using the data and the experimental protocol provided in…

音频与语音处理 · 电气工程与系统科学 2024-02-06 Adrián Vázquez-Romero , Ascensión Gallardo-Antolín

We proposed the industry level deep learning approach for speech emotion recognition task. In industry, carefully proposed deep transfer learning technology shows real results due to mostly low amount of training data availability, machine…

声音 · 计算机科学 2021-09-10 Enkhtogtokh Togootogtokh , Christian Klasen

Several recent studies on dyadic human-human interactions have been done on conversations without specific business objectives. However, many companies might benefit from studies dedicated to more precise environments such as after sales…

计算与语言 · 计算机科学 2021-09-21 Gaël Guibon , Matthieu Labeau , Hélène Flamein , Luce Lefeuvre , Chloé Clavel

This work aims to create a multimodal AI system that chats with humans and shares relevant photos. While earlier works were limited to dialogues about specific objects or scenes within images, recent works have incorporated images into…

计算与语言 · 计算机科学 2023-05-08 Min Young Lee

In this paper, we describe a data enhancement method for developing Emily, an emotion-affective open-domain chatbot. The proposed method is based on explicitly modeling positively transitioned (PT) sentiment data from multi-turn dialogues.…

计算与语言 · 计算机科学 2022-08-11 Weixuan Wang , Wei Peng , Chong Hsuan Huang , Haoran Wang

This paper introduces a novel paradigm for depression detection and treatment using advanced Large Language Models (LLMs): Generative Pre-trained Transformer 4 (GPT-4), Llama 2 chat, and Gemini. These LLMs are fine-tuned with specialized…

计算与语言 · 计算机科学 2024-02-09 Aryan Agrawal

With the advent of off-the-shelf intelligent home products and broader internet adoption, researchers increasingly explore smart computing applications that provide easier access to health and wellness resources. AI-based systems like…

人机交互 · 计算机科学 2021-07-29 Lu Wang , Munif Ishad Mujib , Jake Williams , George Demiris , Jina Huh-Yoo

Smart systems for Universities powered by Artificial Intelligence have been massively developed to help humans in various tasks. The chatbot concept is not something new in today society which is developing with recent technology. College…

计算与语言 · 计算机科学 2021-05-26 Yurio Windiatmoko , Ahmad Fathan Hidayatullah , Ridho Rahmadi

Mental health counseling remains a major challenge in modern society due to cost, stigma, fear, and unavailability. We posit that generative artificial intelligence (AI) models designed for mental health counseling could help improve…

计算与语言 · 计算机科学 2023-01-24 Lennart Brocki , George C. Dyer , Anna Gładka , Neo Christopher Chung

Automated multimodal depression estimation in unconstrained environments is inherently challenged by naturalistic noise and complex behavioral variability. Prevailing deterministic methods, however, produce uncalibrated point estimates…

机器学习 · 计算机科学 2026-05-11 Fangyuan Liu , Sirui Zhao , Zeyu Zhang , Jinyang Huang , Feng-Qi Cui , Bin Luo , Meng Li , Tong Xu , Enhong Chen

Emotions are integral to human social interactions, with diverse responses elicited by various situational contexts. Particularly, the prevalence of negative emotional states has been correlated with negative outcomes for mental health,…

计算与语言 · 计算机科学 2024-01-10 Abu Bakar Siddiqur Rahman , Hoang-Thang Ta , Lotfollah Najjar , Azad Azadmanesh , Ali Saffet Gönül