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Qi-Sheng Liao

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#natural language process... Preprint Sep 2026

ToneCL: Contrastive Learning for Few-Shot Syllable-Level Tone Classification

Tone languages constitute over 50-70% of the world's languages, but the vast majority are low-resource, lacking the large transcribed corpora needed for automatic tone classification, so ToneCL is proposed, a lightweight contrastive learning framework for few-shot syllable-level tone classification.

Qi-Sheng Liao, Youngah Do · 0 citations

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