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ACappellaSet model release
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Shared query-conditioned models

The release contains 14 selected checkpoints from 9 training runs, including SK full-remix singer augmentation (131k) and SK single-clone singer augmentation (48k). Both augmentation models use pooled-inclusive validation selection. Single-clone refers to the augmentation dataset, not disabled waveform augmentation.

See the model card and manifest for conditioning modes, training data, selected steps, validation corpora/scopes, and checkpoint hashes.

Public inference adapters support all 14 selections and nine model recipes. Checkpoints include the matching fine-tuned encoder parameters for singer and dual models.

Released files contain only the selected step and original model/encoder tensors; they load with weights_only=True. Preserve the registered enrollment-audio preprocessing. All 14 conditioned weights use CC BY-NC 4.0; see weight notices.