It's the academic contribution to the wider body of knowledge reviewers will focus on as the paper, not the code, will be the thing presented at conference.

Code will likely be spaghetti. Academic research is often more about "finding new stuff" than "building robust stuff".

Doesn't always make sense IMO, but that's the way of the world.