[KongchangAI]
ConceptLanguage-Selective Dimensions

Language-Selective Dimensions

Specific dimensions within the internal representations of pretrained speech foundation models that show differentiated activation for speech features of different languages. These dimensions emerge spontaneously during large-scale multilingual pretraining.

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Oct 14

Through linear probing or a simple classifier, the language identity of each frame can be read out along the language selectivity dimension, without additional annotated data or large-scale fine-tuning.

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