General Visual Understanding on VisNumBench
44.6AccuracyVision-SR1
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Vision-SR1Backbone=Mimo-VL-7B2025.08 | 44.6 | 49.5 | |
| Vision-SR1Backbone=Qwen2.5-VL-7B2025.08 | 43.5 | 52.2 | |
| Vision-R1Backbone=Qwen2.5-VL-7B, Training Data=47K data2025.08 | 43 | 50.7 | |
| Vision-SR1Backbone=Qwen2.5-VL-3B2025.08 | 41.9 | 48.8 | |
| GRPOBackbone=Qwen2.5-VL-7B2026.05 | 41.5 | — | |
| PDCRBackbone=Qwen2.5-VL-7B2026.05 | 41.1 | — | |
| PACRBackbone=Qwen2.5-VL-7B2026.05 | 40.1 | — | |
| DAPOBackbone=Qwen2.5-VL-7B2026.05 | 40 | — | |
| PDCRBackbone=Qwen3-VL-8B-Instruct2026.05 | 37.6 | — | |
| GRPOBackbone=Qwen3-VL-8B-Instruct2026.05 | 37.2 | — | |
| PACRBackbone=Qwen3-VL-8B-Instruct2026.05 | 37.1 | — | |
| DAPOBackbone=Qwen3-VL-8B-Instruct2026.05 | 37 | — | |
| Vision-R1Backbone=Qwen2.5-VL-3B, Training Data=47K data2025.08 | 36.7 | 47.1 | |
| Vision-R1Backbone=Mimo-VL-7B, Training Data=47K data2025.08 | 33.5 | 46 | |
| PDCRBackbone=Qwen2.5-VL-3B2026.05 | 33.3 | — | |
| Vision-R1 (7B)Backbone=7B2025.08 | 33 | 44.5 | |
| Vision-R1Backbone=Vision-R1 (7B)2026.05 | 33 | — | |
| PACRBackbone=Qwen2.5-VL-3B2026.05 | 32.9 | — | |
| DAPOBackbone=Qwen2.5-VL-3B2026.05 | 31.8 | — | |
| Zero-shot InferenceBackbone=Mimo-VL-7B, Inference Protocol=Zero-shot (before RL)2025.08 | 30.2 | 44.4 | |
| GRPOBackbone=Qwen2.5-VL-3B2026.05 | 29.9 | — | |
| Zero-shot InferenceBackbone=Qwen3-VL-8B-Instruct2026.05 | 29.1 | — | |
| Zero-shot InferenceBackbone=Qwen2.5-VL-7B, Inference Protocol=Zero-shot (before RL)2025.08 | 21.4 | 41.5 | |
| Percention-R1 (7B)Backbone=7B2025.08 | 15.9 | 45.2 | |
| Perception-R1Backbone=Perception-R1 (7B)2026.05 | 15.9 | — | |
| Zero-shot InferenceBackbone=Qwen2.5-VL-3B, Inference Protocol=Zero-shot (before RL)2025.08 | 15.7 | 35.5 | |
| Zero-shot InferenceBackbone=Qwen2.5-VL-3B, Mode=Zero-shot2026.05 | 15.4 | — | |
| Zero-shot InferenceBackbone=Qwen2.5-VL-7B, Mode=Zero-shot2026.05 | 12.6 | — | |
| Visionary-R1 (3B)Backbone=3B2025.08 | 10 | 33.9 | |
| Visionary-R1Backbone=Visionary-R1 (3B)2026.05 | 10 | — |