Papers by Jędrzej Warczyński
One-step Nonautoregressive Natural Language Generation with Shortcut Flow Matching Models (2026.acl-short)
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| Challenge: | Recent diffusion-based approaches to text generation are inefficient due to the need for multiple denoising steps. |
| Approach: | They propose a shortcut flow-matching model that learns to directly predict multi-step denoising outcomes in a single step. |
| Outcome: | The proposed model improves on three datasets and can predict multi-step denoising outcomes in a single step. |