The visualisation of how the model sees nullability was fascinating.
I'm curious if this probing of nullability could be composed with other LLM/ML-based python-typing tools to improve their accuracy.
Maybe even focusing on interfaces such as nullability rather than precise types would work better with a duck-typed language like python than inferring types directly (i.e we don't really care if a variable is an int specifically, but rather that it supports _add or _sub etc. that it is numeric).
I'm curious if this probing of nullability could be composed with other LLM/ML-based python-typing tools to improve their accuracy.
Maybe even focusing on interfaces such as nullability rather than precise types would work better with a duck-typed language like python than inferring types directly (i.e we don't really care if a variable is an int specifically, but rather that it supports _add or _sub etc. that it is numeric).