User profiles for Xianrui Zheng

Xianrui Zheng

University of Cambridge
Verified email at cam.ac.uk
Cited by 154

Using synthetic audio to improve the recognition of out-of-vocabulary words in end-to-end asr systems

X Zheng, Y Liu, D Gunceler… - ICASSP 2021-2021 IEEE …, 2021 - ieeexplore.ieee.org
Today, many state-of-the-art automatic speech recognition (ASR) systems apply all-neural
models that map audio to word sequences trained end-to-end along one global optimisation …

Adapting GPT, GPT-2 and BERT language models for speech recognition

X Zheng, C Zhang, PC Woodland - 2021 IEEE Automatic …, 2021 - ieeexplore.ieee.org
Language models (LMs) pre-trained on massive amounts of text, in particular bidirectional
encoder representations from Transformers (BERT), generative pre-training (GPT), and GPT-2…

Evidence of evolutionary history and selective sweeps in the genome of Meishan pig reveals its genetic and phenotypic characterization

…, Y Yu, W Feng, H Du, J Yu, H Kang, X Zheng… - …, 2018 - academic.oup.com
Background Meishan is a pig breed indigenous to China and famous for its high fecundity.
The traits of Meishan are strongly associated with its distinct evolutionary history and …

[PDF][PDF] A Toll-dependent Bre1/Rad6-cact feedback loop in controlling host innate immune response

Q Cai, H Guo, R Fang, Y Hua, Y Zhu, X Zheng, J Yan… - Cell Reports, 2022 - cell.com
The Toll signaling pathway was initially identified for its involvement in the control of early
embryogenesis. It was later shown to be also part of a major innate immune pathway …

Tandem multitask training of speaker diarisation and speech recognition for meeting transcription

X Zheng, C Zhang, PC Woodland - arXiv preprint arXiv:2207.03852, 2022 - arxiv.org
Self-supervised-learning-based pre-trained models for speech data, such as Wav2Vec 2.0 (W2V2),
have become the backbone of many speech tasks. In this paper, to achieve speaker …

Multi-turn RNN-T for streaming recognition of multi-party speech

I Sklyar, A Piunova, X Zheng… - ICASSP 2022-2022 IEEE …, 2022 - ieeexplore.ieee.org
Automatic speech recognition (ASR) of single channel far-field recordings with an unknown
number of speakers is traditionally tackled by cascaded modules. Recent research shows …

[HTML][HTML] Analysis of structural variants reveal novel selective regions in the genome of Meishan pigs by whole genome sequencing

H Du, X Zheng, Q Zhao, Z Hu, H Wang, L Zhou… - Frontiers in …, 2021 - frontiersin.org
Structural variants (SVs) represent essential forms of genetic variation, and they are associated
with various phenotypic traits in a wide range of important livestock species. However, …

[HTML][HTML] Genome-wide DNA methylation and transcriptome analyses reveal genes involved in immune responses of pig peripheral blood mononuclear cells to poly I …

H Wang, J Wang, C Ning, X Zheng, J Fu, A Wang… - Scientific Reports, 2017 - nature.com
DNA methylation changes play essential roles in regulating the activities of genes involved
in immune responses. Understanding of variable DNA methylation linked to immune …

Can contextual biasing remain effective with Whisper and GPT-2?

G Sun, X Zheng, C Zhang, PC Woodland - arXiv preprint arXiv:2306.01942, 2023 - arxiv.org
End-to-end automatic speech recognition (ASR) and large language models, such as Whisper
and GPT-2, have recently been scaled to use vast amounts of training data. Despite the …

[HTML][HTML] CNV analysis of Meishan pig by next-generation sequencing and effects of AHR gene CNV on pig reproductive traits

X Zheng, P Zhao, K Yang, C Ning, H Wang… - Journal of animal …, 2020 - Springer
Background Reproductive performance of livestock is an economically important aspect of
global food production. The Chinese Meishan pig is a prolific breed, with an average of three …