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In this paper, we first provide a review of the state-of-the-art emotional voice conversion research, and the existing emotional speech databases. We then motivate the development of a novel emotional speech database (ESD) that addresses…

计算与语言 · 计算机科学 2022-01-11 Kun Zhou , Berrak Sisman , Rui Liu , Haizhou Li

Emotions manifest through physical experiences and bodily reactions, yet identifying such embodied emotions in text remains understudied. We present an embodied emotion classification dataset, CHEER-Ekman, extending the existing binary…

计算与语言 · 计算机科学 2025-09-26 Phan Anh Duong , Cat Luong , Divyesh Bommana , Tianyu Jiang

Text emotion detection constitutes a crucial foundation for advancing artificial intelligence from basic comprehension to the exploration of emotional reasoning. Most existing emotion detection datasets rely on manual annotations, which are…

计算与语言 · 计算机科学 2025-11-25 Jingyi Zhou , Senlin Luo , Haofan Chen

The lack of contextual information in text data can make the annotation process of text-based emotion classification datasets challenging. As a result, such datasets often contain labels that fail to consider all the relevant emotions in…

Current approaches to cross-lingual sentiment analysis try to leverage the wealth of labeled English data using bilingual lexicons, bilingual vector space embeddings, or machine translation systems. Here we show that it is possible to use a…

计算与语言 · 计算机科学 2017-10-25 Mohamed Abdalla , Graeme Hirst

With the recent proliferation of open textual data on social media platforms, Emotion Detection (ED) from Text has received more attention over the past years. It has many applications, especially for businesses and online service…

计算与语言 · 计算机科学 2022-07-26 Hossein Mirzaee , Javad Peymanfard , Hamid Habibzadeh Moshtaghin , Hossein Zeinali

Emotion Recognition in Conversation (ERC) is critical for enabling natural human-machine interactions. However, existing methods predominantly employ categorical or dimensional emotion annotations, which often fail to adequately represent…

计算与语言 · 计算机科学 2026-03-10 Yoshiki Tanaka , Ryuichi Uehara , Koji Inoue , Michimasa Inaba

Acquiring large-scale emotional speech data with strong consistency remains a challenge for speech synthesis. This paper presents MIKU-PAL, a fully automated multimodal pipeline for extracting high-consistency emotional speech from…

声音 · 计算机科学 2025-10-01 Yifan Cheng , Ruoyi Zhang , Jiatong Shi

Visual Emotion Analysis (VEA) aims to bridge the affective gap between visual content and human emotional responses. Despite its promise, progress in this field remains limited by the lack of open-source and interpretable datasets. Most…

计算机视觉与模式识别 · 计算机科学 2026-04-21 Yijie Guo , Dexiang Hong , Weidong Chen , Zihan She , Cheng Ye , Xiaojun Chang , Zhendong Mao

Event Detection (ED) is the task of identifying and classifying trigger words of event mentions in text. Despite considerable research efforts in recent years for English text, the task of ED in other languages has been significantly less…

计算与语言 · 计算机科学 2022-11-21 Amir Pouran Ben Veyseh , Minh Van Nguyen , Franck Dernoncourt , Thien Huu Nguyen

Emotion lexica are commonly used resources to combat data poverty in automatic emotion detection. However, vocabulary coverage issues, differences in construction method and discrepancies in emotion framework and representation result in a…

计算与语言 · 计算机科学 2021-06-21 Luna De Bruyne , Pepa Atanasova , Isabelle Augenstein

This study introduces EM2LDL, a novel multilingual speech corpus designed to advance mixed emotion recognition through label distribution learning. Addressing the limitations of predominantly monolingual and single-label emotion corpora…

计算与语言 · 计算机科学 2025-11-26 Xingfeng Li , Xiaohan Shi , Junjie Li , Yongwei Li , Masashi Unoki , Tomoki Toda , Masato Akagi

Speech emotion recognition (SER) is essential for enhancing human-computer interaction in speech-based applications. Despite improvements in specific emotional datasets, there is still a research gap in SER's capability to generalize across…

Speech emotion recognition has become increasingly important in recent years due to its potential applications in healthcare, customer service, and personalization of dialogue systems. However, a major issue in this field is the lack of…

计算与语言 · 计算机科学 2024-04-10 Iwona Christop

While extensively explored in text-based tasks, Named Entity Recognition (NER) remains largely neglected in spoken language understanding. Existing resources are limited to a single, English-only dataset. This paper addresses this gap by…

计算与语言 · 计算机科学 2024-05-21 Quentin Meeus , Marie-Francine Moens , Hugo Van hamme

Sentiment analysis that classifies data into positive or negative has been dominantly used to recognize emotional aspects of texts, despite the deficit of thorough examination of emotional meanings. Recently, corpora labeled with more than…

计算与语言 · 计算机科学 2022-05-12 Duyoung Jeon , Junho Lee , Cheongtag Kim

Emotion and personality are central elements in understanding human psychological states. Emotions reflect an individual subjective experiences, while personality reveals relatively stable behavioral and cognitive patterns. Existing…

计算机视觉与模式识别 · 计算机科学 2024-11-14 Jingyi Zhou , Senlin Luo , Haofan Chen

Emotion detection from text seeks to identify an individual's emotional or mental state - positive, negative, or neutral - based on linguistic cues. While significant progress has been made for English and other high-resource languages,…

计算与语言 · 计算机科学 2025-11-11 Abdullah Al Maruf , Aditi Golder , Zakaria Masud Jiyad , Abdullah Al Numan , Tarannum Shaila Zaman

Understanding emotions in natural language is inherently a multi-dimensional reasoning problem, where multiple affective signals interact through context, interpersonal relations, and situational cues. However, most existing emotion…

计算与语言 · 计算机科学 2026-04-02 Hemanth Kotaprolu , Kishan Maharaj , Raey Zhao , Abhijit Mishra , Pushpak Bhattacharyya

In the dynamic realm of social media, diverse topics are discussed daily, transcending linguistic boundaries. However, the complexities of understanding and categorising this content across various languages remain an important challenge…

计算与语言 · 计算机科学 2024-10-07 Dimosthenis Antypas , Asahi Ushio , Francesco Barbieri , Jose Camacho-Collados