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Adaptive Rate Interleave Alignment (ARIA)

Also called ARIA (Adaptive Rate Interleave Alignment).

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How sources treat it

One count per evidence span, weakest treatment to strongest.

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Documented in

Evidence

1 span quoted from the sources, strongest treatment first.

ARIA enforces an adaptive rate constraint: for any prefix of the generated sequence, the cumulative speech-to-text token ratio must not exceed the corresponding item-level global ratio.

coremodel architecturein Qwen3.5-OmniQwen