Adopted reverse-verify repeated already-asked collect stems, treated 「这题跳过」 as stopping the case, and promised holdout/OOS checks that never ran. Collect spoken stems no longer prefix a year. Co-authored-by: Cursor <cursoragent@cursor.com>
Jesse_Chen