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1
XTREME-S: Evaluating Cross-lingual Speech Representations ...
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Self-supervised Learning with Random-projection Quantizer for Speech Recognition ...
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3
Unsupervised Data Selection via Discrete Speech Representation for ASR ...
Lu, Zhiyun; Wang, Yongqiang; Zhang, Yu. - : arXiv, 2022
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4
mSLAM: Massively multilingual joint pre-training for speech and text ...
Bapna, Ankur; Cherry, Colin; Zhang, Yu. - : arXiv, 2022
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5
Topic Discovery via Latent Space Clustering of Pretrained Language Model Representations ...
Meng, Yu; Zhang, Yunyi; Huang, Jiaxin. - : arXiv, 2022
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6
MAESTRO: Matched Speech Text Representations through Modality Matching ...
Abstract: We present Maestro, a self-supervised training method to unify representations learnt from speech and text modalities. Self-supervised learning from speech signals aims to learn the latent structure inherent in the signal, while self-supervised learning from text attempts to capture lexical information. Learning aligned representations from unpaired speech and text sequences is a challenging task. Previous work either implicitly enforced the representations learnt from these two modalities to be aligned in the latent space through multitasking and parameter sharing or explicitly through conversion of modalities via speech synthesis. While the former suffers from interference between the two modalities, the latter introduces additional complexity. In this paper, we propose Maestro, a novel algorithm to learn unified representations from both these modalities simultaneously that can transfer to diverse downstream tasks such as Automated Speech Recognition (ASR) and Speech Translation (ST). Maestro learns ... : Submitted to Interspeech 2022 ...
Keyword: 68T10; Audio and Speech Processing eess.AS; Computation and Language cs.CL; FOS Computer and information sciences; FOS Electrical engineering, electronic engineering, information engineering; I.2.7; Sound cs.SD
URL: https://arxiv.org/abs/2204.03409
https://dx.doi.org/10.48550/arxiv.2204.03409
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7
LPInsider: a webserver for lncRNA–protein interaction extraction from the literature
In: BMC Bioinformatics (2022)
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8
Observation of new excited ${B} ^0_{s} $ states
In: Eur.Phys.J.C ; https://hal.archives-ouvertes.fr/hal-03010999 ; Eur.Phys.J.C, 2021, 81 (7), pp.601. ⟨10.1140/epjc/s10052-021-09305-3⟩ (2021)
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9
Parental use of relational language with 3-year-olds in math and spatial activities: A cross-cultural perspective
Zhang, Yu. - : eScholarship, University of California, 2021
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10
Joint Unsupervised and Supervised Training for Multilingual ASR ...
Bai, Junwen; Li, Bo; Zhang, Yu. - : arXiv, 2021
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11
Scaling End-to-End Models for Large-Scale Multilingual ASR ...
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12
Distantly-Supervised Named Entity Recognition with Noise-Robust Learning and Language Model Augmented Self-Training ...
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13
Improving Confidence Estimation on Out-of-Domain Data for End-to-End Speech Recognition ...
Li, Qiujia; Zhang, Yu; Qiu, David. - : arXiv, 2021
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14
Injecting Text in Self-Supervised Speech Pretraining ...
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15
Book Review: Data Collection Research Methods in Applied Linguistics
In: Front Psychol (2021)
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16
Observation of new excited ${B} ^0_{s} $ states
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17
Speech Sentiment Annotations
Chen, Eric Y.; Lu, Zhiyun; Xu, Hao. - : Linguistic Data Consortium, 2020. : https://www.ldc.upenn.edu, 2020
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18
Large-scale multilingual audio visual dubbing ...
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19
Offline Handwritten Chinese Text Recognition with Convolutional Neural Networks ...
Liu, Brian; Xu, Xianchao; Zhang, Yu. - : arXiv, 2020
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20
Is POS Tagging Necessary or Even Helpful for Neural Dependency Parsing? ...
Zhou, Houquan; Zhang, Yu; Li, Zhenghua. - : arXiv, 2020
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