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An acoustic-to-text KV compression, which introduces a transcription side channel to convert incoming speech into compact textual memory within this interval, which reduces peak streaming KV-cache size and improves transcription, temporal question answering, and summarization over the baseline.
DELTA-TTS is introduced, a lightweight LoRA-based adaptation framework that converts a pretrained AR TTS model into a discrete diffusion language model (dLLM) for confidence-ordered speech-token decoding and produces sharper text--speech alignment, increases overall decoding confidence, and mitigates the hallucinations...
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