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ResearchFormerly WizWand

General Visual Understanding on MMMU Pro

50.7AccuracyPDCR
26.46832.75939.0545.341Aug 27, 2025Oct 9, 2025Nov 21, 2025Jan 3, 2026Feb 15, 2026Mar 30, 2026May 13, 2026
Updated 5mo ago

Evaluation results

MethodLinks
PDCRBackbone=Qwen3-VL-8B-Instruct2026.0550.7—
DAPOBackbone=Qwen3-VL-8B-Instruct2026.0550—
PACRBackbone=Qwen3-VL-8B-Instruct2026.0549.9—
GRPOBackbone=Qwen3-VL-8B-Instruct2026.0549.6—
Zero-shot InferenceBackbone=Qwen3-VL-8B-Instruct2026.0549.1—
PDCRBackbone=Qwen2.5-VL-7B2026.0542.5—
GRPOBackbone=Qwen2.5-VL-7B2026.0541.9—
DAPOBackbone=Qwen2.5-VL-7B2026.0541.8—
PACRBackbone=Qwen2.5-VL-7B2026.0541.5—
Vision-SR1Backbone=Qwen2.5-VL-3B2025.0840.848.8
Vision-SR1Backbone=Qwen2.5-VL-7B2025.0840.752.2
Vision-R1Backbone=Qwen2.5-VL-3B, Training Data=47K data2025.0840.347.1
Vision-R1Backbone=Qwen2.5-VL-7B, Training Data=47K data2025.0839.850.7
Vision-SR1Backbone=Mimo-VL-7B2025.0839.349.5
Vision-R1Backbone=Mimo-VL-7B, Training Data=47K data2025.0838.746
Zero-shot InferenceBackbone=Mimo-VL-7B, Inference Protocol=Zero-shot (before RL)2025.083844.4
Percention-R1 (7B)Backbone=7B2025.0836.845.2
Perception-R1Backbone=Perception-R1 (7B)2026.0536.8—
Vision-R1 (7B)Backbone=7B2025.0834.944.5
Vision-R1Backbone=Vision-R1 (7B)2026.0534.9—
Zero-shot InferenceBackbone=Qwen2.5-VL-7B, Inference Protocol=Zero-shot (before RL)2025.0834.241.5
PACRBackbone=Qwen2.5-VL-3B2026.0533.4—
PDCRBackbone=Qwen2.5-VL-3B2026.0533.3—
Zero-shot InferenceBackbone=Qwen2.5-VL-7B, Mode=Zero-shot2026.0533.2—
GRPOBackbone=Qwen2.5-VL-3B2026.0532.8—
DAPOBackbone=Qwen2.5-VL-3B2026.0532.6—
Zero-shot InferenceBackbone=Qwen2.5-VL-3B, Inference Protocol=Zero-shot (before RL)2025.0830.535.5
Zero-shot InferenceBackbone=Qwen2.5-VL-3B, Mode=Zero-shot2026.0530.5—
Visionary-R1 (3B)Backbone=3B2025.0827.433.9
Visionary-R1Backbone=Visionary-R1 (3B)2026.0527.4—