In an illustrative embodiment, methods and systems for automatically evaluating content of freeform text answers involve obtaining sections of text answering a multi-dimensional reasoning question, analyzing section content of each section using AI model(s), analyzing logical connections between the sections of text, and calculating score(s) corresponding to the freeform answer based on the analyses.