Why Your Vision Model Needs to Actually See Equations, Not Just Read Them

It's like trying to teach someone math by only describing equations in words instead of showing them the formula written out—you lose half the meaning before you even start.

This means foundation models trained on *visual* documents (not just text converted from them) can actually understand complex knowledge better, which could make AI research and education tools dramatically more useful.