This is a typesetting test, not a research result. It checks whether the page can carry a mathematical explanation without making the surrounding prose difficult to read.
Inline notation should feel like part of a sentence
Let and let . A linear map sends to . The symbols should sit on the baseline, and the sentence should keep its rhythm.
For a categorical distribution, and . Here the subscript, superscript, and Greek symbols exercise different glyphs.
Several lines, one argument
A stable way to write a normalized exponential is
The layout should preserve alignment and give the display a little space. Its background should not turn white when the rest of the page switches to dark mode.
A matrix and a piecewise expression
This tests delimiter sizing and negative signs. It makes no statement about a trained model.
A deliberately wide equation
The following display is intentionally too wide for a phone. Only the equation should scroll; the whole page should not.
This expression exists only to test overflow. It is not a proposed loss function or a recommendation.
Back to the prose
The paragraph after the equation should return to the same measure and font size. On a small screen, scroll the display sideways, then continue reading. On a desktop, enlarge the page to 200% and check that the title, table of contents, and formulas still fit.
The research specimen mixes prose, equations, and data. The Japanese specimen checks a different rhythm.