After skimming the paper I kind of agree with the reviewers on this one, there's too much time spent going over undergrad level TCS material, and not much in th

After skimming the paper I kind of agree with the reviewers on this one, there's too much time spent going over undergrad level TCS material, and not much in the way of related papers cited (for instance, not one mention of circuit complexity). It's a good introduction to the material for people a bit rusty in the field, but if I as a layman can nod along with my meager TCS knowledge then those parts are probably a bit _too_ trivial to include (at least for a journal submission. An addendum or blog post would be fine). It may be quite possible that they did stumble upon a model that beats gpt-4 on their tasks, in which case they should release the code/model and let those results stand for itself. But as a _paper_ it's not very good since the main novel contribution (this "Find/Replace modification to transformer architecture" has less than a page dedicated to describing it).