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ResearchFormerly WizWand

Multimodal Instruction Following Evaluation on MM-IFE

14.8MM-IFE ScorePOW3R dynamic
5.6488.02410.412.776May 19, 2026
Updated 5mo ago

Evaluation results

MethodLinks
POW3R dynamicBase policy=Qwen3-VL-8B2026.0514.8
Category-balancedBase policy=Qwen3-VL-8B2026.0514.2
POW3R dynamicBase policy=Qwen3-VL-4B2026.0513.5
Static scalarBase policy=Qwen3-VL-8B2026.0513.5
Category-balancedBase policy=Qwen3-VL-4B2026.0513
Static scalarBase policy=Qwen3-VL-4B2026.0512.5
BaseBase policy=Qwen3-VL-8B2026.0512.5
BinaryBase policy=Qwen3-VL-8B2026.0512.3
BinaryBase policy=Qwen3-VL-4B2026.0511.8
BaseBase policy=Qwen3-VL-4B2026.0511.5
POW3R dynamicBase policy=Gemma3-4B2026.057.2
Category-balancedBase policy=Gemma3-4B2026.056.7
Static scalarBase policy=Gemma3-4B2026.056.3
BinaryBase policy=Gemma3-4B2026.056.1
BaseBase policy=Gemma3-4B2026.056