The lifecycle of a synthetic sample before it is learned

The lifecycle of a synthetic sample before it is learned A lifecycle diagram generated by Archify. 01 / Lifecycle of a synthetic sample 02 / Where the loop can break Seed data · real web passage · Lifecycle of a synthetic sample 01 Seed data real web passage Teacher generates · rewrites content · Lifecycle of a synthetic sample 02 Teacher generates rewrites content Score and verify · classifier + test · Lifecycle of a synthetic sample 03 Score and verify classifier + test Deduplicate · against real data · Lifecycle of a synthetic sample 04 Deduplicate against real data Into corpus · costs token budget · Lifecycle of a synthetic sample 05 Into corpus costs token budget Bad sample · student learns errors · Where the loop can break Bad sample student learns errors Diversity shrinks · all machine text · Where the loop can break Diversity shrinks all machine text verify fails regenerate uncontrolled Legend initial state active decision success failure / exit final state