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The IEEE Spoken Language Technology Workshop (SLT) 2021 Alpha-mini Speech Challenge (ASC) is intended to improve research on keyword spotting (KWS) and sound source location (SSL) on humanoid robots. Many publications report significant…

Despite having hundreds of millions of speakers, Chinese dialects lag behind Mandarin in speech and language technologies. Most varieties are primarily spoken, making dialect-to-Mandarin speech-LLMs (large language models) more practical…

计算与语言 · 计算机科学 2026-01-13 Kalvin Chang , Yiwen Shao , Jiahong Li , Dong Yu

This paper presents the architecture and performance of a novel Multilingual Automatic Speech Recognition (ASR) system developed by the Transsion Speech Team for Track 1 of the MLC-SLM 2025 Challenge. The proposed system comprises three key…

音频与语音处理 · 电气工程与系统科学 2025-08-22 Xiaoxiao Li , An Zhu , Youhai Jiang , Fengjie Zhu

There are few code switching datasets, labeled or unlabled, that exist today. As a result, ASR requires new methods to utilize the vast monolingual data and models that exist. This paper uses OpenAI's open source ASR model, Whisper, which…

声音 · 计算机科学 2025-08-04 Linh Pham

This paper introduces the inaugural Multilingual Everyday Recordings- Language Identification on Code-Switched Child-Directed Speech (MERLIon CCS) Challenge, focused on developing robust language identification and language diarization…

音频与语音处理 · 电气工程与系统科学 2023-06-01 Leibny Paola Garcia Perera , Y. H. Victoria Chua , Hexin Liu , Fei Ting Woon , Andy W. H. Khong , Justin Dauwels , Sanjeev Khudanpur , Suzy J. Styles

Pre-trained models, especially self-supervised learning (SSL) models, have demonstrated impressive results in automatic speech recognition (ASR) task. While most applications of SSL models focus on leveraging continuous representations as…

音频与语音处理 · 电气工程与系统科学 2025-09-03 Zehan Li , Yan Yang , Xueqing Li , Jian Kang , Xiao-Lei Zhang , Jie Li

An independent, automated method of decoding and transcribing oral speech is known as automatic speech recognition (ASR). A typical ASR system extracts feature from audio recordings or streams and run one or more algorithms to map the…

音频与语音处理 · 电气工程与系统科学 2022-09-21 Tushar Talukder Showrav

We present improvements in automatic speech recognition (ASR) for Somali, a currently extremely under-resourced language. This forms part of a continuing United Nations (UN) effort to employ ASR-based keyword spotting systems to support…

计算与语言 · 计算机科学 2019-07-09 Astik Biswas , Raghav Menon , Ewald van der Westhuizen , Thomas Niesler

This paper describes SHNU multilingual conversational speech recognition system (SHNU-mASR, team name-"maybe"), submitted to Track 1 of the INTERSPEECH 2025 MLC-SLM Challenge. Our system integrates a parallel-speech-encoder architecture…

计算与语言 · 计算机科学 2025-07-09 Yuxiang Mei , Yuang Zheng , Dongxing Xu , Yanhua Long

This paper investigates different pretraining approaches to spoken language identification. The paper is based on our submission to the Oriental Language Recognition 2021 Challenge. We participated in two tracks of the challenge:…

音频与语音处理 · 电气工程与系统科学 2022-05-17 Tanel Alumäe , Kunnar Kukk

One of the challenges in automatic speech recognition is foreign words recognition. It is observed that a speaker's pronunciation of a foreign word is influenced by his native language knowledge, and such phenomenon is known as the effect…

计算与语言 · 计算机科学 2022-10-10 Lei Wang , Rong Tong

Recent state-of-the-art neural text-to-speech (TTS) synthesis models have dramatically improved intelligibility and naturalness of generated speech from text. However, building a good bilingual or code-switched TTS for a particular voice is…

声音 · 计算机科学 2020-10-19 Shengkui Zhao , Trung Hieu Nguyen , Hao Wang , Bin Ma

This paper describes our NPU-ASLP system submitted to the ISCSLP 2022 Magichub Code-Switching ASR Challenge. In this challenge, we first explore several popular end-to-end ASR architectures and training strategies, including bi-encoder,…

声音 · 计算机科学 2022-10-27 Yuhao Liang , Peikun Chen , Fan Yu , Xinfa Zhu , Tianyi Xu , Lei Xie

The INTERSPEECH 2025 Challenge on Multilingual Conversational Speech Language Models (MLC-SLM) promotes multilingual conversational ASR with large language models (LLMs). Our previous SHNU-mASR system adopted a competitive…

计算与语言 · 计算机科学 2026-02-03 Yuxiang Mei , Dongxing Xu , Jiaen Liang , Yanhua Long

This paper introduces Mixat: a dataset of Emirati speech code-mixed with English. Mixat was developed to address the shortcomings of current speech recognition resources when applied to Emirati speech, and in particular, to bilignual…

计算与语言 · 计算机科学 2024-05-07 Maryam Al Ali , Hanan Aldarmaki

Spoken languages show significant variation across mandarin and accent. Despite the high performance of mandarin automatic speech recognition (ASR), accent ASR is still a challenge task. In this paper, we introduce meta-learning techniques…

声音 · 计算机科学 2023-07-25 Ziwei Zhu , Changhao Shan , Bihong Zhang , Jian Yu

Automatic speech recognition (ASR) plays a vital role in enabling natural human-machine interaction across applications such as virtual assistants, industrial automation, customer support, and real-time transcription. However, developing…

计算与语言 · 计算机科学 2025-08-13 Mahmoud Salhab , Shameed Sait , Mohammad Abusheikh , Hasan Abusheikh

Large Language Models (LLMs) have demonstrated unparalleled effectiveness in various NLP tasks, and integrating LLMs with automatic speech recognition (ASR) is becoming a mainstream paradigm. Building upon this momentum, our research delves…

This paper describes our RoyalFlush system for the track of multi-speaker automatic speech recognition (ASR) in the M2MeT challenge. We adopted the serialized output training (SOT) based multi-speakers ASR system with large-scale simulation…

声音 · 计算机科学 2022-02-25 Shuaishuai Ye , Peiyao Wang , Shunfei Chen , Xinhui Hu , Xinkang Xu

It is important to transcribe and archive speech data of endangered languages for preserving heritages of verbal culture and automatic speech recognition (ASR) is a powerful tool to facilitate this process. However, since endangered…

音频与语音处理 · 电气工程与系统科学 2020-08-03 Kohei Matsuura , Masato Mimura , Shinsuke Sakai , Tatsuya Kawahara