Research questionHow can AI-augmented binary-reversing methods be compared across domains with different representations?Compilation discards semantic information, forcing reversing systems to infer program behavior from incomplete binary artifacts. As research spans many tasks, representations, learning approaches, and evaluation practices, results and limitations are difficult to compare.