Comment by melony

It is interesting that the fundamental parts of grammar checking are still driven by rules engines and GOFAI expert systems. Even the gramamarly core is written in common lisp as a GOFAI app. Most of the modern attention/transformer NLPs are used to supplement the front end tasks like dependency parsing.