Reasoning on MME-RealWorld Lite
84OCR ScoreTTSP
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| TTSPBackbone=Qwen3-VL-8B-Instruct2026.04 | 84 | 88 | 45.3 | 38.8 | 52.7 | |
| RTWIBackbone=Qwen3-VL-8B-Instruct2026.04 | 83 | 84 | 42 | 36.5 | 50.1 | |
| PFlowNetBase Model=Qwen3-VL-8B2026.05 | 83 | 76 | 70 | 53.5 | — | |
| Self-Ref.Backbone=Qwen3-VL-8B-Instruct2026.04 | 82 | 83 | 40 | 36.3 | 49.4 | |
| DeepconfBackbone=Qwen3-VL-8B-Instruct2026.04 | 82 | 83 | 41.3 | 36.5 | 49.7 | |
| TTSPBackbone=Qwen3-VL-4B-Instruct2026.04 | 81 | 83 | 44 | 34.3 | 49 | |
| SCBackbone=Qwen3-VL-8B-Instruct2026.04 | 81 | 83 | 40.7 | 36 | 49.2 | |
| TRTBackbone=Qwen3-VL-8B-Instruct2026.04 | 81 | 83 | 40.7 | 36 | 49.2 | |
| Self-Cer.Backbone=Qwen3-VL-8B-Instruct2026.04 | 81 | 83 | 40.7 | 36.3 | 49.4 | |
| CISCBackbone=Qwen3-VL-8B-Instruct2026.04 | 80 | 83 | 40.7 | 36 | 49.1 | |
| RTWIBackbone=Qwen3-VL-4B-Instruct2026.04 | 79 | 80 | 43.3 | 32.8 | 47.2 | |
| SCBackbone=Qwen3-VL-4B-Instruct2026.04 | 78 | 78 | 43.3 | 32.8 | 47 | |
| CISCBackbone=Qwen3-VL-4B-Instruct2026.04 | 78 | 78 | 42.7 | 32.3 | 46.6 | |
| Self-Ref.Backbone=Qwen3-VL-4B-Instruct2026.04 | 78 | 78 | 42.7 | 32.3 | 46.6 | |
| Self-Cer.Backbone=Qwen3-VL-4B-Instruct2026.04 | 78 | 78 | 42.7 | 32.8 | 46.8 | |
| DeepconfBackbone=Qwen3-VL-4B-Instruct2026.04 | 78 | 79 | 43.3 | 32.8 | 47.1 | |
| Thyme2026.05 | 78 | 71 | 48 | 36 | — | |
| TRTBackbone=Qwen3-VL-4B-Instruct2026.04 | 77 | 79 | 43.3 | 32.8 | 47 | |
| InternVL3-38BBackbone Parameters=38B2026.05 | 77 | 45 | 47.3 | 35 | — | |
| DeepEyes2026.04 | 76 | 69 | 44 | 35 | 46.8 | |
| LLaVA-OV-72BBackbone Parameters=72B2026.05 | 76 | 41 | 38.7 | 39.3 | — | |
| InternVL3-78BBackbone Parameters=78B2026.05 | 76 | 56 | 46 | 40.3 | — | |
| Qwen3-VL-32BBackbone Parameters=32B2026.05 | 76 | 77 | 42.7 | 30 | — | |
| DeepEyes2026.05 | 76 | 69 | 44 | 35 | — | |
| BaseBackbone=Qwen3-VL-8B-Instruct2026.04 | 74 | 80 | 34 | 35.3 | 46.2 | |
| Qwen2.5-VL-32BBackbone Parameters=32B2026.05 | 74 | 60 | 27.3 | 29.5 | — | |
| Qwen2.5-VL-72BBackbone Parameters=72B2026.05 | 74 | 61 | 26.7 | 25.5 | — | |
| TreeVGR2026.05 | 74 | 66 | 51.3 | 39 | — | |
| BaseBackbone=Qwen3-VL-4B-Instruct2026.04 | 73 | 75 | 42.7 | 31 | 44.8 | |
| Qwen3-VL-8BBackbone Parameters=8B2026.05 | 73 | 70 | 39.3 | 25.3 | — | |
| Qwen2.5-VL-7BBackbone Parameters=7B2026.05 | 72 | 62 | 28.7 | 23 | — | |
| Qwen3-VL-4BBackbone Parameters=4B2026.05 | 72 | 64 | 43.4 | 24.3 | — | |
| Pixel-Reasoner2026.04 | 71 | 72 | 46 | 32.5 | 45.6 | |
| Pixel-Reasoner2026.05 | 71 | 72 | 46 | 32.5 | — | |
| InternVL3-8BBackbone Parameters=8B2026.05 | 70 | 44 | 40 | 37 | — | |
| DeepEyesV22026.05 | 70 | 76 | 44 | 37 | — | |
| LLaVA-OV-7BBackbone Parameters=7B2026.05 | 65 | 33 | 38 | 32 | — |