Papers with vector representations of speech
Establishing degrees of closeness between audio recordings along different dimensions using large-scale cross-lingual models (2024.findings-eacl)
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| Challenge: | Existing methods to analyze speech representations using pretraining data are difficult to achieve for endangered languages. |
| Approach: | They propose an unsupervised method to examine the level of abstraction in vector representations of speech from a pretrained model to determine their level of abstractness. |
| Outcome: | The proposed method is fully unsupervised and could be used in comparative studies on under-documented languages. |