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Author

Nadia Polikarpova

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Grammar-Aligned Decoding

This paper proposes adaptive sampling with approximate expected futures (ASAp), a decoding algorithm that guarantees the output to be grammatical while provably producing outputs that match the conditional probability of the LLM's distribution conditioned on the given grammar constraint.

Kanghee Park, Jiayu Wang, Taylor Berg-Kirkpatrick et al. · 70 citations · ⚡5

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