List your company

Multimodal Understanding on Evaluation Suite Combined (held-out)

48.4AccuracySKILLRATER
44.531245.535646.5447.5444Feb 12, 2026

Evaluation results

MethodLinks
SKILLRATERTraining Steps=100k, Model Scale=2B, Training Recipe=Isaac 0.2, Rater Parameters=150M, Rater Configuration=capability-specific2026.0248.4
SKILLRATER CombinedTraining Steps=100k, Model Scale=2B, Training Recipe=Isaac 0.2, Rater Parameters=150M, Rater Configuration=pooled-validation2026.0247.01
DataRaterTraining Steps=100k, Model Scale=2B, Training Recipe=Isaac 0.2, Rater Parameters=150M, Rater Configuration=monolithic2026.0245.89
Mammoth (Baseline)Training Steps=100k, Model Scale=2B, Training Recipe=Isaac 0.2, Training Dataset=Mammoth2026.0244.68