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Benefiting from diverse instruction datasets, contemporary Large Language Models (LLMs) perform effectively as AI assistants in collaborating with humans. However, LLMs still struggle to generate natural and colloquial responses in…

Computation and Language · Computer Science 2024-10-16 Renliang Sun , Mengyuan Liu , Shiping Yang , Rui Wang , Junqing He , Jiaxing Zhang

Most existing datasets for sound event recognition (SER) are relatively small and/or domain-specific, with the exception of AudioSet, based on over 2M tracks from YouTube videos and encompassing over 500 sound classes. However, AudioSet is…

Sound · Computer Science 2022-04-26 Eduardo Fonseca , Xavier Favory , Jordi Pons , Frederic Font , Xavier Serra

Dysarthric speech poses significant challenges for individuals with dysarthria, impacting their ability to communicate socially. Despite the widespread use of Automatic Speech Recognition (ASR), accurately recognizing dysarthric speech…

Sound · Computer Science 2025-02-14 Yan Wang , Mengyi Sun , Xinchen Kang , Jingting Li , Pengfei Guo , Ming Gao , Su-Jing Wang

Modern speaker recognition system relies on abundant and balanced datasets for classification training. However, diverse defective datasets, such as partially-labelled, small-scale, and imbalanced datasets, are common in real-world…

Audio and Speech Processing · Electrical Eng. & Systems 2025-09-03 Ruijie Tao , Zhan Shi , Yidi Jiang , Tianchi Liu , Haizhou Li

Advances in deep learning have resulted in state-of-the-art performance for many audio classification tasks but, unlike humans, these systems traditionally require large amounts of data to make accurate predictions. Not every person or…

Audio and Speech Processing · Electrical Eng. & Systems 2020-12-04 Piper Wolters , Chris Careaga , Brian Hutchinson , Lauren Phillips

We introduce an open source high-quality Mandarin TTS dataset MSceneSpeech (Multiple Scene Speech Dataset), which is intended to provide resources for expressive speech synthesis. MSceneSpeech comprises numerous audio recordings and texts…

Audio and Speech Processing · Electrical Eng. & Systems 2024-07-22 Qian Yang , Jialong Zuo , Zhe Su , Ziyue Jiang , Mingze Li , Zhou Zhao , Feiyang Chen , Zhefeng Wang , Baoxing Huai

Previous audio-visual speech separation methods use the synchronization of the speaker's facial movement and speech in the video to supervise the speech separation in a self-supervised way. In this paper, we propose a model to solve the…

Audio and Speech Processing · Electrical Eng. & Systems 2023-11-06 Jiasong Wu , Xuan Li , Taotao Li , Fanman Meng , Youyong Kong , Guanyu Yang , Lotfi Senhadji , Huazhong Shu

Target speaker extraction (TSE) is essential in speech processing applications, particularly in scenarios with complex acoustic environments. Current TSE systems face challenges in limited data diversity and a lack of robustness in…

Sound · Computer Science 2024-12-18 Yun Liu , Xuechen Liu , Xiaoxiao Miao , Junichi Yamagishi

Poetry is one of the most important art forms of human languages. Recently many studies have focused on incorporating some linguistic features of poetry, such as style and sentiment, into its understanding or generation system. However,…

Computation and Language · Computer Science 2021-06-04 Wenhao Li , Fanchao Qi , Maosong Sun , Xiaoyuan Yi , Jiarui Zhang

For many real-world applications, the user-generated inputs usually contain various noises due to speech recognition errors caused by linguistic variations1 or typographical errors (typos). Thus, it is crucial to test model performance on…

Computation and Language · Computer Science 2023-05-26 Chenglei Si , Zhengyan Zhang , Yingfa Chen , Xiaozhi Wang , Zhiyuan Liu , Maosong Sun

Patronizing and Condescending Language (PCL) is a form of discriminatory toxic speech targeting vulnerable groups, threatening both online and offline safety. While toxic speech research has mainly focused on overt toxicity, such as hate…

Computer Vision and Pattern Recognition · Computer Science 2024-09-11 Hongbo Wang , Junyu Lu , Yan Han , Kai Ma , Liang Yang , Hongfei Lin

Emotion recognition in conversations is a challenging task that has recently gained popularity due to its potential applications. Until now, however, a large-scale multimodal multi-party emotional conversational database containing more…

Computation and Language · Computer Science 2019-06-05 Soujanya Poria , Devamanyu Hazarika , Navonil Majumder , Gautam Naik , Erik Cambria , Rada Mihalcea

Speech emotion analysis is an important task which further enables several application use cases. The non-verbal sounds within speech utterances also play a pivotal role in emotion analysis in speech. Due to the widespread use of…

Audio and Speech Processing · Electrical Eng. & Systems 2019-10-31 Subham Banga , Ujjwal Upadhyay , Piyush Agarwal , Aniket Sharma , Prerana Mukherjee

Concept-based interpretability methods like TCAV require clean, well-separated positive and negative examples for each concept. Existing music datasets lack this structure: tags are sparse, noisy, or ill-defined. We introduce ConceptCaps, a…

Sound · Computer Science 2026-02-05 Bruno Sienkiewicz , Łukasz Neumann , Mateusz Modrzejewski

Large-scale in-the-wild speech datasets have become more prevalent in recent years due to increased interest in models that can learn useful features from unlabelled data for tasks such as speech recognition or synthesis. These datasets…

The AM-DeepSeek-R1-Distilled is a large-scale dataset with thinking traces for general reasoning tasks, composed of high-quality and challenging reasoning problems. These problems are collected from a multitude of open-source datasets,…

Computation and Language · Computer Science 2025-03-26 Han Zhao , Haotian Wang , Yiping Peng , Sitong Zhao , Xiaoyu Tian , Shuaiting Chen , Yunjie Ji , Xiangang Li

We propose SpeakerNet - a new neural architecture for speaker recognition and speaker verification tasks. It is composed of residual blocks with 1D depth-wise separable convolutions, batch-normalization, and ReLU layers. This architecture…

Audio and Speech Processing · Electrical Eng. & Systems 2020-10-27 Nithin Rao Koluguri , Jason Li , Vitaly Lavrukhin , Boris Ginsburg

Speech technology systems struggle with many downstream tasks for child speech due to small training corpora and the difficulties that child speech pose. We apply a novel dataset, SpeechMaturity, to state-of-the-art transformer models to…

Computation and Language · Computer Science 2025-06-11 Theo Zhang , Madurya Suresh , Anne S. Warlaumont , Kasia Hitczenko , Alejandrina Cristia , Margaret Cychosz

In the current environment, psychological issues are prevalent and widespread, with social media serving as a key outlet for individuals to share their feelings. This results in the generation of vast quantities of data daily, where…

Computation and Language · Computer Science 2024-06-13 Wei Zhai , Hongzhi Qi , Qing Zhao , Jianqiang Li , Ziqi Wang , Han Wang , Bing Xiang Yang , Guanghui Fu

Traditional Text-to-Speech (TTS) systems rely on studio-quality speech recorded in controlled settings.a Recently, an effort known as noisy-TTS training has emerged, aiming to utilize in-the-wild data. However, the lack of dedicated…