Verify leaderboard data freshness before treating rankings as corroboration
A reachable leaderboard is not necessarily a current evaluation. Before using it to corroborate a model choice, inspect the backing-data timestamp, exact checkpoint coverage and metric definition. Missing rows are missing evidence, not low performance. Keep organizer-run results,…