Science Question Answering on SQA
98.76Exact MatchBaseline
Evaluation results
| Method | Links | |
|---|---|---|
| Baseline2026.02 | 98.76 | |
| IDPrunerRetain Tokens=25%2026.02 | 95.14 | |
| VisionSelectorRetain Tokens=25%2026.02 | 94.7 | |
| DARTRetain Tokens=25%2026.02 | 93.11 | |
| IDPrunerRetain Tokens=10%2026.02 | 88.7 | |
| VISORBackbone=LLaVA-OV 1.5B, Avg. FLOPs Savings=6.6×2026.03 | 84.7 | |
| DownsampleBackbone=LLaVA-OV 1.5B, Avg. FLOPs Savings=4.0×2026.03 | 76.9 | |
| VisionZip†Backbone=LLaVA-OV 1.5B, Avg. FLOPs Savings=5.7×2026.03 | 76.2 | |
| PyramidDropBackbone=LLaVA-OV 1.5B, Avg. FLOPs Savings=4.6×2026.03 | 76 | |
| VisPrunerBackbone=LLaVA-OV 1.5B, Avg. FLOPs Savings=5.7×2026.03 | 76 | |
| HiREDBackbone=LLaVA-OV 1.5B, Avg. FLOPs Savings=5.0×2026.03 | 76 | |
| LLaVA-OVBackbone=LLaVA-OV 1.5B, Avg. FLOPs Savings=1.0×2026.03 | 75.6 | |
| VisionZipBackbone=LLaVA-OV 1.5B, Avg. FLOPs Savings=5.7×2026.03 | 74.8 | |
| SparseVLMBackbone=LLaVA-OV 1.5B, Avg. FLOPs Savings=4.5×2026.03 | 74.8 |