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1
MAGIC DUST FOR CROSS-LINGUAL ADAPTATION OF MONOLINGUAL WAV2VEC-2.0
In: ICASSP 2022 ; https://hal.archives-ouvertes.fr/hal-03544515 ; ICASSP 2022, May 2022, Singapour, Singapore (2022)
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2
Magic dust for cross-lingual adaptation of monolingual wav2vec-2.0 ...
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3
A Convolutional Deep Markov Model for Unsupervised Speech Representation Learning
In: Interspeech 2020 ; https://hal.archives-ouvertes.fr/hal-02912029 ; Interspeech 2020, Oct 2020, Shanghai, China (2020)
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4
CSTNet: Contrastive Speech Translation Network for Self-Supervised Speech Representation Learning ...
Abstract: More than half of the 7,000 languages in the world are in imminent danger of going extinct. Traditional methods of documenting language proceed by collecting audio data followed by manual annotation by trained linguists at different levels of granularity. This time consuming and painstaking process could benefit from machine learning. Many endangered languages do not have any orthographic form but usually have speakers that are bi-lingual and trained in a high resource language. It is relatively easy to obtain textual translations corresponding to speech. In this work, we provide a multimodal machine learning framework for speech representation learning by exploiting the correlations between the two modalities namely speech and its corresponding text translation. Here, we construct a convolutional neural network audio encoder capable of extracting linguistic representations from speech. The audio encoder is trained to perform a speech-translation retrieval task in a contrastive learning framework. By ...
Keyword: Audio and Speech Processing eess.AS; Computation and Language cs.CL; FOS Computer and information sciences; FOS Electrical engineering, electronic engineering, information engineering; Machine Learning cs.LG; Sound cs.SD
URL: https://dx.doi.org/10.48550/arxiv.2006.02814
https://arxiv.org/abs/2006.02814
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5
A Convolutional Deep Markov Model for Unsupervised Speech Representation Learning ...
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6
DARTS: Dialectal Arabic Transcription System ...
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7
The Summa Platform Prototype ...
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8
The Summa Platform Prototype ...
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9
The SUMMA Platform Prototype
In: http://infoscience.epfl.ch/record/233575 (2017)
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10
Multi-view Dimensionality Reduction for Dialect Identification of Arabic Broadcast Speech ...
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11
Automatic Dialect Detection in Arabic Broadcast Speech ...
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