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neural network architecture

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RESEARCHarXiv CS.LG·4/23/2026

Super Apriel: One Checkpoint, Many Speeds

Super Apriel, a 15B-parameter supernet, has been released, offering four trained mixer choices per decoder layer to enable multiple speed/quality presets from a single checkpoint. This allows for 2.9x to 10.7x decode throughput gains with 96% to 77% quality retention, and also facilitates speculative decoding without a separate draft model.

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