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Visual Understanding on VQAv2, NLVR2, MME (held-out)

71.54AccuracySKILLRATER
65.684867.204968.72570.2451Feb 12, 2026

Evaluation results

MethodLinks
SKILLRATERTraining Steps=100k, Model Scale=2B, Training Recipe=Isaac 0.2, Rater Parameters=150M, Rater Configuration=capability-specific2026.0271.54
SKILLRATER CombinedTraining Steps=100k, Model Scale=2B, Training Recipe=Isaac 0.2, Rater Parameters=150M, Rater Configuration=pooled-validation2026.0271.36
DataRaterTraining Steps=100k, Model Scale=2B, Training Recipe=Isaac 0.2, Rater Parameters=150M, Rater Configuration=monolithic2026.0268.33
Mammoth (Baseline)Training Steps=100k, Model Scale=2B, Training Recipe=Isaac 0.2, Training Dataset=Mammoth2026.0265.91