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Code-switching automatic speech recognition becomes one of the most challenging and the most valuable scenarios of automatic speech recognition, due to the code-switching phenomenon between multilingual language and the frequent occurrence…

Computation and Language · Computer Science 2022-10-14 Shuhao Deng , Chengfei Li , Jinfeng Bai , Qingqing Zhang , Wei-Qiang Zhang , Runyan Yang , Gaofeng Cheng , Pengyuan Zhang , Yonghong Yan

This paper describes our NPU-ASLP system for the Audio-Visual Diarization and Recognition (AVDR) task in the Multi-modal Information based Speech Processing (MISP) 2022 Challenge. Specifically, the weighted prediction error (WPE) and guided…

Audio and Speech Processing · Electrical Eng. & Systems 2023-03-14 Pengcheng Guo , He Wang , Bingshen Mu , Ao Zhang , Peikun Chen

This report details the NTU Speechlab system developed for the Interspeech 2025 Multilingual Conversational Speech and Language Model (MLC-SLM) Challenge (Task I), where we achieved 5th place. We present comprehensive analyses of our…

Computation and Language · Computer Science 2025-07-08 Yizhou Peng , Bin Wang , Yi-Wen Chao , Ziyang Ma , Haoyang Zhang , Hexin Liu , Xie Chen , Eng Siong Chng

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…

Computation and Language · Computer Science 2026-02-03 Yuxiang Mei , Dongxing Xu , Jiaen Liang , Yanhua Long

This paper delineates the visual speech recognition (VSR) system introduced by the NPU-ASLP (Team 237) in the second Chinese Continuous Visual Speech Recognition Challenge (CNVSRC 2024), engaging in all four tracks, including the fixed and…

Computer Vision and Pattern Recognition · Computer Science 2024-09-13 He Wang , Lei Xie

Speech-enabled systems typically first convert audio to text through an automatic speech recognition (ASR) model and then feed the text to downstream natural language processing (NLP) modules. The errors of the ASR system can seriously…

Computation and Language · Computer Science 2021-03-26 Tong Cui , Jinghui Xiao , Liangyou Li , Xin Jiang , Qun Liu

This paper presents a speech recognition system developed by the Transsion Speech Understanding Processing Team (TSUP) for the ASRU 2023 MADASR Challenge. The system focuses on adapting ASR models for low-resource Indian languages and…

Computation and Language · Computer Science 2023-07-25 Xiaoxiao Li , Gaosheng Zhang , An Zhu , Weiyong Li , Shuming Fang , Xiaoyue Yang , Jianchao Zhu

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…

Computation and Language · Computer Science 2025-07-09 Yuxiang Mei , Yuang Zheng , Dongxing Xu , Yanhua Long

This paper delineates the visual speech recognition (VSR) system introduced by the NPU-ASLP-LiAuto (Team 237) in the first Chinese Continuous Visual Speech Recognition Challenge (CNVSRC) 2023, engaging in the fixed and open tracks of…

Audio and Speech Processing · Electrical Eng. & Systems 2024-03-01 He Wang , Pengcheng Guo , Wei Chen , Pan Zhou , Lei Xie

This paper describes the NTNU ASR system participating in the Interspeech 2020 Non-Native Children's Speech ASR Challenge supported by the SIG-CHILD group of ISCA. This ASR shared task is made much more challenging due to the coexisting…

Audio and Speech Processing · Electrical Eng. & Systems 2020-06-04 Tien-Hong Lo , Fu-An Chao , Shi-Yan Weng , Berlin Chen

This paper summarizes our team's efforts in both tracks of the ICMC-ASR Challenge for in-car multi-channel automatic speech recognition. Our submitted systems for ICMC-ASR Challenge include the multi-channel front-end enhancement and…

Audio and Speech Processing · Electrical Eng. & Systems 2023-12-27 Meng Ge , Yizhou Peng , Yidi Jiang , Jingru Lin , Junyi Ao , Mehmet Sinan Yildirim , Shuai Wang , Haizhou Li , Mengling Feng

This paper describes LeVoice automatic speech recognition systems to track2 of intelligent cockpit speech recognition challenge 2022. Track2 is a speech recognition task without limits on the scope of model size. Our main points include…

Audio and Speech Processing · Electrical Eng. & Systems 2022-10-18 Yan Jia , Mi Hong , Jingyu Hou , Kailong Ren , Sifan Ma , Jin Wang , Fangzhen Peng , Yinglin Ji , Lin Yang , Junjie Wang

This paper presents the system developed to address the MISP 2025 Challenge. For the diarization system, we proposed a hybrid approach combining a WavLM end-to-end segmentation method with a traditional multi-module clustering technique to…

Sound · Computer Science 2025-05-29 Shangkun Huang , Yuxuan Du , Jingwen Yang , Dejun Zhang , Xupeng Jia , Jing Deng , Jintao Kang , Rong Zheng

This report describes the NPU-HC speaker verification system submitted to the O-COCOSDA Multi-lingual Speaker Verification (MSV) Challenge 2022, which focuses on developing speaker verification systems for low-resource Asian languages. We…

Audio and Speech Processing · Electrical Eng. & Systems 2022-12-05 Yue Li , Li Zhang , Namin Wang , Jie Liu , Lei Xie

This paper presents the TEA-ASLP's system submitted to the MLC-SLM 2025 Challenge, addressing multilingual conversational automatic speech recognition (ASR) in Task I and speech diarization ASR in Task II. For Task I, we enhance Ideal-LLM…

Sound · Computer Science 2025-07-25 Hongfei Xue , Kaixun Huang , Zhikai Zhou , Shen Huang , Shidong Shang

In a pipeline speech translation system, automatic speech recognition (ASR) system will transmit errors in recognition to the downstream machine translation (MT) system. A standard machine translation system is usually trained on parallel…

Computation and Language · Computer Science 2019-10-29 Qiao Cheng , Meiyuan Fang , Yaqian Han , Jin Huang , Yitao Duan

This paper describes the NPU-MSXF system for the IWSLT 2023 speech-to-speech translation (S2ST) task which aims to translate from English speech of multi-source to Chinese speech. The system is built in a cascaded manner consisting of…

Sound · Computer Science 2023-07-11 Kun Song , Yi lei , Peikun Chen , Yiqing Cao , Kun Wei , Yongmao Zhang , Lei Xie , Ning Jiang , Guoqing Zhao

This paper describes the systems developed by SPRING Lab, Indian Institute of Technology Madras, for the ASRU MADASR 2.0 challenge. The systems developed focuses on adapting ASR systems to improve in predicting the language and dialect of…

Computation and Language · Computer Science 2025-11-20 Arjun Gangwar , Kaousheik Jayakumar , S. Umesh

Language understanding in speech-based systems have attracted much attention in recent years with the growing demand for voice interface applications. However, the robustness of natural language understanding (NLU) systems to errors…

Computation and Language · Computer Science 2022-03-17 Lingyun Feng , Jianwei Yu , Deng Cai , Songxiang Liu , Haitao Zheng , Yan Wang

Code-switching-where multilingual speakers alternately switch between languages during conversations-still poses significant challenges to end-to-end (E2E) automatic speech recognition (ASR) systems due to phenomena of both acoustic and…

Audio and Speech Processing · Electrical Eng. & Systems 2024-12-13 Tzu-Ting Yang , Hsin-Wei Wang , Yi-Cheng Wang , Berlin Chen
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