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Translatotron 2: High-quality direct speech-to-speech translation with voice preservation. (arXiv:2107.08661v5 [cs.CL] UPDATED)
May 19, 2022, 1:11 a.m. | Ye Jia, Michelle Tadmor Ramanovich, Tal Remez, Roi Pomerantz
cs.LG updates on arXiv.org arxiv.org
We present Translatotron 2, a neural direct speech-to-speech translation
model that can be trained end-to-end. Translatotron 2 consists of a speech
encoder, a linguistic decoder, an acoustic synthesizer, and a single attention
module that connects them together. Experimental results on three datasets
consistently show that Translatotron 2 outperforms the original Translatotron
by a large margin on both translation quality (up to +15.5 BLEU) and speech
generation quality, and approaches the same of cascade systems. In addition, we
propose a simple …
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