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Emotion classification in multilingual settings remains constrained by the scarcity of annotated data: existing corpora are predominantly English, single-label, and cover few languages. We address this gap by constructing a large-scale…

计算与语言 · 计算机科学 2026-04-15 Vadim Borisov

Multimodal emotion recognition is an important research topic in artificial intelligence, whose main goal is to integrate multimodal clues to identify human emotional states. Current works generally assume accurate labels for benchmark…

The rapid advancement of social media enables us to analyze user opinions. In recent times, sentiment analysis has shown a prominent research gap in understanding human sentiment based on the content shared on social media. Although…

计算与语言 · 计算机科学 2024-03-12 Md Arid Hasan

Automatic speech recognition for low-resource languages remains fundamentally constrained by the scarcity of labeled data and computational resources required by state-of-the-art models. We present a systematic investigation into…

We present an experimental dataset, Basic Dataset for Sorani Kurdish Automatic Speech Recognition (BD-4SK-ASR), which we used in the first attempt in developing an automatic speech recognition for Sorani Kurdish. The objective of the…

计算与语言 · 计算机科学 2019-12-03 Akam Qader , Hossein Hassani

Multifarious intent detection predictors are developed for different languages, including English, Chinese and French, however, the field remains underdeveloped for Urdu, the 10th most spoken language. In the realm of well-known languages,…

计算与语言 · 计算机科学 2025-05-14 Faiza Hassan , Summra Saleem , Kashif Javed , Muhammad Nabeel Asim , Abdur Rehman , Andreas Dengel

Speech Emotion Recognition (SER) presents a significant yet persistent challenge in human-computer interaction. While deep learning has advanced spoken language processing, achieving high performance on limited datasets remains a critical…

音频与语音处理 · 电气工程与系统科学 2025-09-03 Tai Vu

Speech Emotion Recognition (SER) systems rely on speech input and emotional labels annotated by humans. However, various emotion databases collect perceptional evaluations in different ways. For instance, the IEMOCAP dataset uses video…

音频与语音处理 · 电气工程与系统科学 2025-10-15 Huang-Cheng Chou , Haibin Wu , Hung-yi Lee , Chi-Chun Lee

Recent studies have explored the use of pre-trained embeddings for speech emotion recognition (SER), achieving comparable performance to conventional methods that rely on low-level knowledge-inspired acoustic features. These embeddings are…

声音 · 计算机科学 2023-05-22 Tiantian Feng , Rajat Hebbar , Shrikanth Narayanan

The lack of an available emotion pathology database is one of the key obstacles in studying the emotion expression status of patients with dysarthria. The first Chinese multimodal emotional pathological speech database containing…

音频与语音处理 · 电气工程与系统科学 2023-12-15 Ting Zhu , Shufei Duan , Huizhi Liang , Wei Zhang

We propose a novel transfer learning method for speech emotion recognition allowing us to obtain promising results when only few training data is available. With as low as 125 examples per emotion class, we were able to reach a higher…

机器学习 · 计算机科学 2020-11-12 Jonathan Boigne , Biman Liyanage , Ted Östrem

Introduction: Microblogging websites have massed rich data sources for sentiment analysis and opinion mining. In this regard, sentiment classification has frequently proven inefficient because microblog posts typically lack syntactically…

计算与语言 · 计算机科学 2024-03-08 Mojtaba Mazoochi , Leila Rabiei , Farzaneh Rahmani , Zeinab Rajabi

The availability of large, high-quality emotional speech databases is essential for advancing speech emotion recognition (SER) in real-world scenarios. However, many existing databases face limitations in size, emotional balance, and…

Nowadays, dialogue systems are used in many fields of industry and research. There are successful instances of these systems, such as Apple Siri, Google Assistant, and IBM Watson. Task-oriented dialogue system is a category of these, that…

计算与语言 · 计算机科学 2024-01-02 Keyvan Mahmoudi , Heshaam Faili

Accurate emotion perception is crucial for various applications, including human-computer interaction, education, and counseling. However, traditional single-modality approaches often fail to capture the complexity of real-world emotional…

Multimodal Emotion Recognition (MER) is a critical research area that seeks to decode human emotions from diverse data modalities. However, existing machine learning methods predominantly rely on predefined emotion taxonomies, which fail to…

In this article, we present a gold-standard benchmark dataset for Biomedical Urdu Named Entity Recognition (BioUNER), developed by crawling health-related articles from online Urdu news portals, medical prescriptions, and hospital health…

计算与语言 · 计算机科学 2026-04-06 Wazir Ali , Adeeb Noor , Sanaullah Mahar , Alia , Muhammad Mazhar Younas

A multi-modal emotional speech Mandarin database including articulatory kinematics, acoustics, glottal and facial micro-expressions is designed and established, which is described in detail from the aspects of corpus design, subject…

音频与语音处理 · 电气工程与系统科学 2024-01-17 Zhu Ting , Li Liangqi , Duan Shufei , Zhang Xueying , Xiao Zhongzhe , Jia Hairng , Liang Huizhi

State-of-the-art Natural Language Processing algorithms rely heavily on efficient word segmentation. Urdu is amongst languages for which word segmentation is a complex task as it exhibits space omission as well as space insertion issues.…

计算与语言 · 计算机科学 2018-06-15 Haris Bin Zia , Agha Ali Raza , Awais Athar

With the rapid development of artificial intelligence, conversational bots have became prevalent in mainstream E-commerce platforms, which can provide convenient customer service timely. To satisfy the user, the conversational bots need to…

计算与语言 · 计算机科学 2021-09-23 Zhenyu Zhang , Tao Guo , Meng Chen