LLaCO aligns continuous text diffusion with token competition
An 8B LLaCO model uses spherical noising and semantic retention scheduling and is reported to rival comparable discrete diffusion models.
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An 8B LLaCO model uses spherical noising and semantic retention scheduling and is reported to rival comparable discrete diffusion models.
Tacit-TTS distills IndexTTS2 into transcript-free masked voice cloning that is over 10x faster.

Convai Innovations released Laya, an open-source Apache 2.0 family of non-autoregressive decision models claiming 6-8x faster inference than TypeSafe AI's Jev.
ConvAI published Laya Multilingual, a 322M non-autoregressive model answering typed questions across 100-plus languages.
Convaiinnovations releases Laya, an open-source 421M-parameter non-autoregressive decision model for calibrated email triage, phishing detection, and routing.
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