Add model card

README.md

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+---
+license: mit
+pipeline_tag: translation
+---
+
+# ELF: Embedded Language Flows
+
+ELF is a class of continuous diffusion language models (DLMs) in continuous embedding space based on continuous-time Flow Matching. Unlike existing DLMs, ELF predominantly stays within the continuous embedding space until the final time step, where it maps to discrete tokens using a shared-weight network. This formulation makes it straightforward to adapt established techniques from image-domain diffusion models, such as classifier-free guidance (CFG).
+
+Experiments show that ELF substantially outperforms leading discrete and continuous DLMs, achieving better generation quality with fewer sampling steps.
+
+- **Paper:** [ELF: Embedded Language Flows](https://huggingface.co/papers/2605.10938)
+- **Repository:** [https://github.com/lillian039/ELF](https://github.com/lillian039/ELF)
+
+## Citation
+
+```bibtex
+@article{elf2026,
+  title={ELF: Embedded Language Flows},
+  author={Hu, Keya and Qiu, Linlu and Lu, Yiyang and Zhao, Hanhong bit, Tianhong Li, Yoon Kim, Jacob Andreas, and Kaiming He},
+  journal={arXiv preprint arXiv:2605.10938},
+  year={2026}
+}
+```