Update README.md

README.md

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 ## Citation & Acknowledgments
 This implementation is inspired by recent research in discrete diffusion for language:
 - **MDLM:** [Simple and Effective Masked Diffusion Language Models](https://s-sahoo.com/mdlm/)
-- **Seed Diffusion:**: [Seed Diffusion: Continuous Training of Discrete Diffusion Language Models](https://seed.bytedance.com/en/seed_diffusion)
+- **Seed Diffusion:** [Seed Diffusion: Continuous Training of Discrete Diffusion Language Models](https://seed.bytedance.com/en/seed_diffusion)
 
 ## License
 This model and its associated code are relased under the **MIT License**.