Multimodal Understanding on non-MME benchmarks
84.4AccuracyFull
Evaluation results
| Method | Links | |
|---|---|---|
| FullRatio=100%, Backbone=Qwen3-VL, Model Scale=32B2026.05 | 84.4 | |
| F3ARatio=60%, Backbone=Qwen3-VL, Model Scale=32B2026.05 | 83.3 | |
| FullRatio=100%, Backbone=Qwen3-VL, Model Scale=30B-A3B2026.05 | 83.16 | |
| FullRatio=100%, Backbone=InternVL3.5, Model Scale=38B2026.05 | 82.93 | |
| CDPrunerRatio=60%, Backbone=Qwen3-VL, Model Scale=32B2026.05 | 82.57 | |
| F3ARatio=60%, Backbone=Qwen3-VL, Model Scale=30B-A3B2026.05 | 82.41 | |
| VisionZipRatio=60%, Backbone=Qwen3-VL, Model Scale=30B-A3B2026.05 | 82.37 | |
| DivPruneRatio=60%, Backbone=Qwen3-VL, Model Scale=30B-A3B2026.05 | 82.17 | |
| FastVRatio=60%, Backbone=Qwen3-VL, Model Scale=30B-A3B2026.05 | 82.16 | |
| F3ARatio=60%, Backbone=InternVL3.5, Model Scale=38B2026.05 | 82.03 | |
| F3ARatio=40%, Backbone=Qwen3-VL, Model Scale=32B2026.05 | 81.92 | |
| F3ARatio=40%, Backbone=Qwen3-VL, Model Scale=30B-A3B2026.05 | 81.84 | |
| CDPrunerRatio=60%, Backbone=InternVL3.5, Model Scale=38B2026.05 | 81.67 | |
| FullRatio=100%, Backbone=Qwen3-VL, Model Scale=8B2026.05 | 81.64 | |
| VisionZipRatio=60%, Backbone=Qwen3-VL, Model Scale=32B2026.05 | 81.61 | |
| CDPrunerRatio=60%, Backbone=Qwen3-VL, Model Scale=30B-A3B2026.05 | 81.58 | |
| FullRatio=100%, Backbone=Qwen2.5-VL, Model Scale=32B2026.05 | 81.45 | |
| FastVRatio=60%, Backbone=Qwen3-VL, Model Scale=32B2026.05 | 81.44 | |
| FastVRatio=60%, Backbone=InternVL3.5, Model Scale=38B2026.05 | 81.43 | |
| DivPruneRatio=60%, Backbone=Qwen3-VL, Model Scale=32B2026.05 | 81.43 | |
| VisionZipRatio=40%, Backbone=Qwen3-VL, Model Scale=30B-A3B2026.05 | 81.4 | |
| VisionZipRatio=60%, Backbone=InternVL3.5, Model Scale=38B2026.05 | 81.27 | |
| DivPruneRatio=60%, Backbone=InternVL3.5, Model Scale=38B2026.05 | 81.24 | |
| DivPruneRatio=40%, Backbone=Qwen3-VL, Model Scale=30B-A3B2026.05 | 81.09 | |
| F3ARatio=60%, Backbone=Qwen3-VL, Model Scale=8B2026.05 | 81.02 | |
| CDPrunerRatio=40%, Backbone=Qwen3-VL, Model Scale=32B2026.05 | 81 | |
| F3ARatio=40%, Backbone=InternVL3.5, Model Scale=38B2026.05 | 80.8 | |
| FastVRatio=40%, Backbone=Qwen3-VL, Model Scale=30B-A3B2026.05 | 80.59 | |
| FullRatio=100%, Backbone=Qwen3-VL, Model Scale=4B2026.05 | 80.43 | |
| CDPrunerRatio=40%, Backbone=Qwen3-VL, Model Scale=30B-A3B2026.05 | 80.43 | |
| CDPrunerRatio=40%, Backbone=InternVL3.5, Model Scale=38B2026.05 | 80.4 | |
| CDPrunerRatio=60%, Backbone=Qwen3-VL, Model Scale=8B2026.05 | 80.29 | |
| F3ARatio=60%, Backbone=Qwen2.5-VL, Model Scale=32B2026.05 | 80.28 | |
| FastVRatio=40%, Backbone=InternVL3.5, Model Scale=38B2026.05 | 80.25 | |
| VisionZipRatio=60%, Backbone=Qwen3-VL, Model Scale=8B2026.05 | 80.06 | |
| VisionZipRatio=40%, Backbone=InternVL3.5, Model Scale=38B2026.05 | 79.97 | |
| FastVRatio=60%, Backbone=Qwen2.5-VL, Model Scale=32B2026.05 | 79.95 | |
| CDPrunerRatio=60%, Backbone=Qwen2.5-VL, Model Scale=32B2026.05 | 79.86 | |
| VisionZipRatio=40%, Backbone=Qwen3-VL, Model Scale=32B2026.05 | 79.86 | |
| VisionZipRatio=60%, Backbone=Qwen2.5-VL, Model Scale=32B2026.05 | 79.85 | |
| F3ARatio=40%, Backbone=Qwen3-VL, Model Scale=8B2026.05 | 79.84 | |
| DivPruneRatio=40%, Backbone=InternVL3.5, Model Scale=38B2026.05 | 79.75 | |
| F3ARatio=20%, Backbone=Qwen3-VL, Model Scale=30B-A3B2026.05 | 79.74 | |
| F3ARatio=40%, Backbone=Qwen2.5-VL, Model Scale=32B2026.05 | 79.69 | |
| DivPruneRatio=60%, Backbone=Qwen3-VL, Model Scale=8B2026.05 | 79.62 | |
| DivPruneRatio=60%, Backbone=Qwen2.5-VL, Model Scale=32B2026.05 | 79.59 | |
| FastVRatio=60%, Backbone=Qwen3-VL, Model Scale=8B2026.05 | 79.53 | |
| CDPrunerRatio=40%, Backbone=Qwen2.5-VL, Model Scale=32B2026.05 | 79.37 | |
| F3ARatio=60%, Backbone=Qwen3-VL, Model Scale=4B2026.05 | 79.17 | |
| DivPruneRatio=40%, Backbone=Qwen3-VL, Model Scale=32B2026.05 | 79.13 | |
| FullRatio=100%, Backbone=InternVL3.5, Model Scale=8B2026.05 | 79.05 | |
| FastVRatio=40%, Backbone=Qwen2.5-VL, Model Scale=32B2026.05 | 78.9 | |
| VisionZipRatio=40%, Backbone=Qwen3-VL, Model Scale=8B2026.05 | 78.85 | |
| CDPrunerRatio=40%, Backbone=Qwen3-VL, Model Scale=8B2026.05 | 78.84 | |
| DivPruneRatio=40%, Backbone=Qwen2.5-VL, Model Scale=32B2026.05 | 78.77 | |
| FullRatio=100%, Backbone=Qwen2.5-VL, Model Scale=7B2026.05 | 78.76 | |
| CDPrunerRatio=60%, Backbone=Qwen3-VL, Model Scale=4B2026.05 | 78.58 | |
| VisionZipRatio=40%, Backbone=Qwen2.5-VL, Model Scale=32B2026.05 | 78.58 | |
| VisionZipRatio=60%, Backbone=Qwen3-VL, Model Scale=4B2026.05 | 78.45 | |
| FastVRatio=40%, Backbone=Qwen3-VL, Model Scale=32B2026.05 | 78.45 | |
| DivPruneRatio=60%, Backbone=Qwen3-VL, Model Scale=4B2026.05 | 78.36 | |
| FastVRatio=60%, Backbone=Qwen3-VL, Model Scale=4B2026.05 | 78.24 | |
| DivPruneRatio=20%, Backbone=Qwen3-VL, Model Scale=30B-A3B2026.05 | 78.24 | |
| F3ARatio=40%, Backbone=Qwen3-VL, Model Scale=4B2026.05 | 77.9 | |
| FastVRatio=40%, Backbone=Qwen3-VL, Model Scale=8B2026.05 | 77.88 | |
| F3ARatio=20%, Backbone=Qwen3-VL, Model Scale=32B2026.05 | 77.88 | |
| F3ARatio=60%, Backbone=InternVL3.5, Model Scale=8B2026.05 | 77.75 | |
| DivPruneRatio=40%, Backbone=Qwen3-VL, Model Scale=8B2026.05 | 77.71 | |
| F3ARatio=20%, Backbone=InternVL3.5, Model Scale=38B2026.05 | 77.7 | |
| VisionZipRatio=20%, Backbone=Qwen3-VL, Model Scale=30B-A3B2026.05 | 77.51 | |
| CDPrunerRatio=40%, Backbone=Qwen3-VL, Model Scale=4B2026.05 | 77.47 | |
| VisionZipRatio=60%, Backbone=InternVL3.5, Model Scale=8B2026.05 | 77.39 | |
| F3ARatio=60%, Backbone=Qwen2.5-VL, Model Scale=7B2026.05 | 77.19 | |
| VisionZipRatio=40%, Backbone=Qwen3-VL, Model Scale=4B2026.05 | 77.18 | |
| DivPruneRatio=60%, Backbone=InternVL3.5, Model Scale=8B2026.05 | 77.14 | |
| CDPrunerRatio=20%, Backbone=Qwen3-VL, Model Scale=30B-A3B2026.05 | 77.12 | |
| CDPrunerRatio=20%, Backbone=InternVL3.5, Model Scale=38B2026.05 | 77 | |
| DivPruneRatio=60%, Backbone=Qwen2.5-VL, Model Scale=7B2026.05 | 76.99 | |
| FastVRatio=20%, Backbone=Qwen3-VL, Model Scale=30B-A3B2026.05 | 76.95 | |
| CDPrunerRatio=60%, Backbone=InternVL3.5, Model Scale=8B2026.05 | 76.93 | |
| FastVRatio=60%, Backbone=InternVL3.5, Model Scale=8B2026.05 | 76.91 | |
| CDPrunerRatio=60%, Backbone=Qwen2.5-VL, Model Scale=7B2026.05 | 76.88 | |
| DivPruneRatio=40%, Backbone=Qwen3-VL, Model Scale=4B2026.05 | 76.85 | |
| FastVRatio=20%, Backbone=InternVL3.5, Model Scale=38B2026.05 | 76.85 | |
| VisionZipRatio=20%, Backbone=Qwen3-VL, Model Scale=32B2026.05 | 76.85 | |
| CDPrunerRatio=20%, Backbone=Qwen3-VL, Model Scale=32B2026.05 | 76.75 | |
| VisionZipRatio=60%, Backbone=Qwen2.5-VL, Model Scale=7B2026.05 | 76.72 | |
| DivPruneRatio=20%, Backbone=InternVL3.5, Model Scale=38B2026.05 | 76.56 | |
| F3ARatio=20%, Backbone=Qwen3-VL, Model Scale=8B2026.05 | 76.41 | |
| FastVRatio=40%, Backbone=Qwen3-VL, Model Scale=4B2026.05 | 76.36 | |
| F3ARatio=40%, Backbone=InternVL3.5, Model Scale=8B2026.05 | 76.34 | |
| FastVRatio=60%, Backbone=Qwen2.5-VL, Model Scale=7B2026.05 | 76.28 | |
| VisionZipRatio=40%, Backbone=InternVL3.5, Model Scale=8B2026.05 | 76.28 | |
| VisionZipRatio=20%, Backbone=InternVL3.5, Model Scale=38B2026.05 | 76.19 | |
| DivPruneRatio=40%, Backbone=InternVL3.5, Model Scale=8B2026.05 | 75.98 | |
| F3ARatio=20%, Backbone=Qwen2.5-VL, Model Scale=32B2026.05 | 75.78 | |
| VisionZipRatio=20%, Backbone=Qwen3-VL, Model Scale=8B2026.05 | 75.6 | |
| F3ARatio=40%, Backbone=Qwen2.5-VL, Model Scale=7B2026.05 | 75.46 | |
| FastVRatio=40%, Backbone=InternVL3.5, Model Scale=8B2026.05 | 75.42 | |
| CDPrunerRatio=40%, Backbone=InternVL3.5, Model Scale=8B2026.05 | 75.39 |