Bayesian nets, Copycat, Shruiti, Fair Isaac, and CYC, are a failure,
probably because of their lack of grounding. According to Occam's Razor,
the simplest method of grounding visual images is not words, but vision.
As Albert Einstein quoted "Make everything as simple as possible, but
not simpler." I interpret the statement as the words are "simpler" than
pictures. But encoding vision as words is too simple.
I think that people do not notice visual pictures, visual motion and
visual text when they read is because they are mostly subconscious.
Mathematicians do not realize visual calculations because they do it in
their subconscious.
There is also auditory memory. You memorize the words purely as sounds
by subvocalization and then visualize it on-the-fly. I don't think there
is "auditory grounding". Auditory is a simply a method of efficient
storage, without translating it into visual.
You can also memorize the image of text. Then as you "understand" it,
you perform OCR.
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