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You can do "constrained decoding" on a code model which keeps it grammatically correct.

But we haven't gotten diffusion working well for text/code, so generating long files is a problem.




Recent results for code diffusion here: https://www.microsoft.com/en-us/research/publication/codefus...

I'm not experienced enough to validate their claims, but I love the choice of languages to evaluate on:

> Python, Bash and Excel conditional formatting rules.




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