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SimpleDesign achieves state-of-the-art protein design without the cumbersome multi-stage training, streamlining the process and enhancing performance.
NF-CoT achieves higher code-generation accuracy with lower reasoning costs by enabling latent reasoning in continuous states without sacrificing the benefits of traditional chain-of-thought approaches.