Corpus freeze -> train EN-only, AR-only-synth, EN+AR-mixed (doc/sent/chunk) under matched token budgets; evaluate across the full suite.
Corpus freeze -> train EN-only, AR-only-synth, EN+AR-mixed (doc/sent/chunk) under matched token budgets; evaluate across the full suite.