How do you generate training data for seven languages w...

Simple synthetic generation in low-resource languages often leads to copied lead clauses or drift into English. A more robust approach uses a summarize-then-ask factorization to maintain quality. Validation is performed via round-trip consistency filtering, which is particularly effective when cross-lingual paths are available, allowing for supervision without requiring native speakers.