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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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Simple and Effective Unsupervised Speech Synthesis ...
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3
Learning Audio-Video Language Representations
Rouditchenko, Andrew. - : Massachusetts Institute of Technology, 2021
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Cascaded Multilingual Audio-Visual Learning from Videos ...
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5
Magic dust for cross-lingual adaptation of monolingual wav2vec-2.0 ...
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Text-Free Image-to-Speech Synthesis Using Learned Segmental Units ...
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7
Exposure Bias versus Self-Recovery: Are Distortions Really Incremental for Autoregressive Text Generation? ...
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8
Mitigating Biases in Toxic Language Detection through Invariant Rationalization ...
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Mitigating Biases in Toxic Language Detection through Invariant Rationalization ...
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10
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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11
Similarity Analysis of Contextual Word Representation Models ...
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12
CSTNet: Contrastive Speech Translation Network for Self-Supervised Speech Representation Learning ...
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13
A Convolutional Deep Markov Model for Unsupervised Speech Representation Learning ...
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14
What Was Written vs. Who Read It: News Media Profiling Using Text Analysis and Social Media Context ...
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15
Vector-Quantized Autoregressive Predictive Coding ...
Chung, Yu-An; Tang, Hao; Glass, James. - : arXiv, 2020
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Non-Autoregressive Predictive Coding for Learning Speech Representations from Local Dependencies ...
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Improved Speech Representations with Multi-Target Autoregressive Predictive Coding ...
Chung, Yu-An; Glass, James. - : arXiv, 2020
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18
Classifying Alzheimer's Disease Using Audio and Text-Based Representations of Speech
In: Frontiers (2020)
Abstract: Alzheimer's Disease (AD) is a form of dementia that affects the memory, cognition, and motor skills of patients. Extensive research has been done to develop accessible, cost-effective, and non-invasive techniques for the automatic detection of AD. Previous research has shown that speech can be used to distinguish between healthy patients and afflicted patients. In this paper, the ADReSS dataset, a dataset balanced by gender and age, was used to automatically classify AD from spontaneous speech. The performance of five classifiers, as well as a convolutional neural network and long short-term memory network, was compared when trained on audio features (i-vectors and x-vectors) and text features (word vectors, BERT embeddings, LIWC features, and CLAN features). The same audio and text features were used to train five regression models to predict the Mini-Mental State Examination score for each patient, a score that has a maximum value of 30. The top-performing classification models were the support vector machine and random forest classifiers trained on BERT embeddings, which both achieved an accuracy of 85.4% on the test set. The best-performing regression model was the gradient boosting regression model trained on BERT embeddings and CLAN features, which had a root mean squared error of 4.56 on the test set. The performance on both tasks illustrates the feasibility of using speech to classify AD and predict neuropsychological scores.
URL: https://hdl.handle.net/1721.1/132627
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19
Identification of digital voice biomarkers for cognitive health
In: Explor Med (2020)
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20
On the Linguistic Representational Power of Neural Machine Translation Models
In: Computational Linguistics, Vol 46, Iss 1, Pp 1-52 (2020) (2020)
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