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## NextStep-1: Toward Autoregressive Image Generation with Continuous Tokens at Scale
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[
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[](https://arxiv.org/abs/2412.04431)
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[](https://huggingface.co/stepfun-ai/NextStep-1-Large-Edit)
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We introduce **NextStep-1**, a 14B autoregressive model paired with a 157M flow matching head, training on discrete text tokens and continuous image tokens with next-token prediction objectives.
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**NextStep-1** achieves state-of-the-art performance for autoregressive models in text-to-image generation tasks, exhibiting strong capabilities in high-fidelity image synthesis.
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title={NextStep-1: Toward Autoregressive Image Generation with Continuous Tokens at Scale},
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author={NextStep Team},
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year={2025},
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url={https://github.com/stepfun-ai/NextStep},
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}
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```
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## NextStep-1: Toward Autoregressive Image Generation with Continuous Tokens at Scale
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[Homepage](https://stepfun.ai/research/en/nextstep-1) | [GitHub](https://github.com/stepfun-ai/NextStep-1)
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We introduce **NextStep-1**, a 14B autoregressive model paired with a 157M flow matching head, training on discrete text tokens and continuous image tokens with next-token prediction objectives.
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**NextStep-1** achieves state-of-the-art performance for autoregressive models in text-to-image generation tasks, exhibiting strong capabilities in high-fidelity image synthesis.
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title={NextStep-1: Toward Autoregressive Image Generation with Continuous Tokens at Scale},
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author={NextStep Team},
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year={2025},
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url={https://github.com/stepfun-ai/NextStep-1},
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}
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```
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