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<h1>JAM: A Tiny Flow-based Song Generator with Fine-grained Controllability and Aesthetic Alignment</h1>
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[](https://arxiv.org/abs/2507.20880) [](https://arxiv.org/abs/2507.20880) [](https://huggingface.co/declare-lab/JAM-0.5) [](https://huggingface.co/datasets/declare-lab/JAME) [](https://huggingface.co/spaces/declare-lab/JAM) [](https://github.com/declare-lab/jamify) [](https://declare-lab.github.io/jamify)
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JAM is a rectified flow-based model for lyrics-to-song generation that addresses the lack of fine-grained word-level controllability in existing lyrics-to-song models. Built on a compact 530M-parameter architecture with 16 LLaMA-style Transformer layers as the Diffusion Transformer (DiT) backbone, JAM enables precise vocal control that musicians desire in their workflows. Unlike previous models, JAM provides word and phoneme-level timing control, allowing musicians to specify the exact placement of each vocal sound for improved rhythmic flexibility and expressive timing.
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