Ignore the auto generated upgrade.tex document.
Fix typos in Eval section
Fix many, many embarrassing typos, errors and orphan paragraphs in Admix-LangModels section
Add section header to Lang Models
Fix typos. Use L-dimensional y consistently throughout

Had been using a K-dimensional \theta in some place.s