[_jayhack_]

Also worth checking out MultiLSPy, effectively a python wrapper around multiple LSPs: https://github.com/microsoft/multilspy

Used in multiple similar publications, including "Guiding Language Models of Code with Global Context using Monitors" (https://arxiv.org/abs/2306.10763), which uses static analysis beyond the type system to filter out e.g. invalid variable names, invalid control flow etc.

[nielstron]

Yes this work is super cool too! Note that LSPs can not guarantee resolving the necessary types that we use to ensure the prefix property, which we leverage to avoid backtracking and generation loops.