ResearchBenchmarksNatural Language Inference on XNLI ArabicFollow33.73Accuracy (Normalized)ML (Q3)33.064433.237233.4133.5828Apr 22, 2026Evaluation ResultsMethodMethodLinksAccuracy (Normalized)ML (Q3)Sampling Strategy=Q3Sampling Strategy=Q32026.0433.73ML (20%)Retention=20%Retention=20%2026.0433.57No Filtering2026.0433.49MKC-e2026.0433.49ML2026.0433.49HQ (20%)Retention=20%Retention=20%2026.0433.33HQ (10%)Retention=10%Retention=10%2026.0433.25ML (10%)Retention=10%Retention=10%2026.0433.25HQ seedVariant=SeedVariant=Seed2026.0433.17HQ2026.0433.09