For ML/AI/Comp sci articles, providing reproducible code is a great option. Basically, PoC or GTFO.

The most annoying ones are those which discuss loosely the methodology but then fail to publish the weights or any real algorithms.

It's like buying a piece of furniture from IKEA, except you just get an Allen key, a hint at what parts to buy, and blurry instructions.