Round-Trip Translation Reveals What Frontier Multilingual Benchmarks Miss

Ronald Skorobogat, Ameya Prabhu, Matthias Bethge

Multilingual benchmarks guide the development of frontier models. Yet multilingual evaluations reported by frontier models are structured similar to popular reasoning and knowledge…