General Visual Understanding on MMMU Pro
50.7AccuracyPDCR
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| PDCRBackbone=Qwen3-VL-8B-Instruct2026.05 | 50.7 | — | |
| DAPOBackbone=Qwen3-VL-8B-Instruct2026.05 | 50 | — | |
| PACRBackbone=Qwen3-VL-8B-Instruct2026.05 | 49.9 | — | |
| GRPOBackbone=Qwen3-VL-8B-Instruct2026.05 | 49.6 | — | |
| Zero-shot InferenceBackbone=Qwen3-VL-8B-Instruct2026.05 | 49.1 | — | |
| PDCRBackbone=Qwen2.5-VL-7B2026.05 | 42.5 | — | |
| GRPOBackbone=Qwen2.5-VL-7B2026.05 | 41.9 | — | |
| DAPOBackbone=Qwen2.5-VL-7B2026.05 | 41.8 | — | |
| PACRBackbone=Qwen2.5-VL-7B2026.05 | 41.5 | — | |
| Vision-SR1Backbone=Qwen2.5-VL-3B2025.08 | 40.8 | 48.8 | |
| Vision-SR1Backbone=Qwen2.5-VL-7B2025.08 | 40.7 | 52.2 | |
| Vision-R1Backbone=Qwen2.5-VL-3B, Training Data=47K data2025.08 | 40.3 | 47.1 | |
| Vision-R1Backbone=Qwen2.5-VL-7B, Training Data=47K data2025.08 | 39.8 | 50.7 | |
| Vision-SR1Backbone=Mimo-VL-7B2025.08 | 39.3 | 49.5 | |
| Vision-R1Backbone=Mimo-VL-7B, Training Data=47K data2025.08 | 38.7 | 46 | |
| Zero-shot InferenceBackbone=Mimo-VL-7B, Inference Protocol=Zero-shot (before RL)2025.08 | 38 | 44.4 | |
| Percention-R1 (7B)Backbone=7B2025.08 | 36.8 | 45.2 | |
| Perception-R1Backbone=Perception-R1 (7B)2026.05 | 36.8 | — | |
| Vision-R1 (7B)Backbone=7B2025.08 | 34.9 | 44.5 | |
| Vision-R1Backbone=Vision-R1 (7B)2026.05 | 34.9 | — | |
| Zero-shot InferenceBackbone=Qwen2.5-VL-7B, Inference Protocol=Zero-shot (before RL)2025.08 | 34.2 | 41.5 | |
| PACRBackbone=Qwen2.5-VL-3B2026.05 | 33.4 | — | |
| PDCRBackbone=Qwen2.5-VL-3B2026.05 | 33.3 | — | |
| Zero-shot InferenceBackbone=Qwen2.5-VL-7B, Mode=Zero-shot2026.05 | 33.2 | — | |
| GRPOBackbone=Qwen2.5-VL-3B2026.05 | 32.8 | — | |
| DAPOBackbone=Qwen2.5-VL-3B2026.05 | 32.6 | — | |
| Zero-shot InferenceBackbone=Qwen2.5-VL-3B, Inference Protocol=Zero-shot (before RL)2025.08 | 30.5 | 35.5 | |
| Zero-shot InferenceBackbone=Qwen2.5-VL-3B, Mode=Zero-shot2026.05 | 30.5 | — | |
| Visionary-R1 (3B)Backbone=3B2025.08 | 27.4 | 33.9 | |
| Visionary-R1Backbone=Visionary-R1 (3B)2026.05 | 27.4 | — |