Demo note. This note demonstrates what the SciDraft Hugo theme can do for academic and scientific publishing — for research institutions, researchers and students. Its content is demonstration material only: readers should ignore whether the demo content is correct. Bayes’ rule is the rule for turning a model’s likelihood into a statement about hypotheses, and it is used twice in a language-model workflow: once to reason about uncertainty in evaluation, and once whenever a prior over prompts or parameters is combined with observed data. ...
Rule
The Chain Rule (rule)
Demo note. This note demonstrates what the SciDraft Hugo theme can do for academic and scientific publishing — for research institutions, researchers and students. Its content is demonstration material only: readers should ignore whether the demo content is correct. A rule is a procedure applied so often that it stops looking like a theorem, and the chain rule is the extreme case: every backward pass through a stacked model is one long application of it. ...