Apart from results on benchmarks, what sets Allenai models apart - Olmo/OlMoE/Molmo - is they are fully open, not just open-weights/free to use. The datasets used, a crucial ingredient, are also disclosed and open. UPDATE: they say the datasets will be made available, but they aren't yet.