Multi-entity reasoning grounding on ME-RSRG (test)
44.4Subject Accuracy (IoU=0.5)Qwen2.5-VL-7B
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Qwen2.5-VL-7BOptimization=EAR2026.03 | 44.4 | 48.9 | 46.72 | |
| InternVL3.5-8BOptimization=EAR2026.03 | 39.08 | 34.89 | 36.92 | |
| Qwen2.5-VL-3BOptimization=EAR2026.03 | 38.63 | 42.08 | 40.41 | |
| Qwen3-VL-4BOptimization=EAR2026.03 | 38.52 | 36.83 | 37.65 | |
| InternVL3.5-4BOptimization=EAR2026.03 | 38.02 | 35.31 | 36.62 | |
| Qwen3-VL-8BOptimization=EAR2026.03 | 37.96 | 36.94 | 37.43 | |
| Qwen3-VL-4BOptimization=SFT2026.03 | 36.39 | 35.89 | 36.13 | |
| InternVL3.5-8BOptimization=SFT2026.03 | 35.33 | 32.32 | 33.78 | |
| InternVL3.5-4BOptimization=SFT2026.03 | 34.49 | 31.22 | 32.8 | |
| Qwen3-VL-8BOptimization=SFT2026.03 | 33.76 | 34.89 | 34.34 | |
| Qwen2.5-VL-7BOptimization=SFT2026.03 | 31.75 | 34.84 | 33.34 | |
| Qwen2-VL-2BOptimization=EAR2026.03 | 27.55 | 22.93 | 25.16 | |
| Qwen2.5-VL-3BOptimization=SFT2026.03 | 27.04 | 30.43 | 28.79 | |
| Qwen3-VL-8BOptimization=Baseline2026.03 | 26.82 | 16.95 | 21.72 | |
| Qwen2-VL-2BOptimization=SFT2026.03 | 23.18 | 23.08 | 23.13 | |
| Qwen3-VL-4BOptimization=Baseline2026.03 | 20.95 | 13.8 | 17.25 | |
| LLaVA-OneVisionOptimization=EAR2026.03 | 18.14 | 14.59 | 16.31 | |
| Qwen2.5-VL-7BOptimization=Baseline2026.03 | 11.31 | 9.44 | 10.35 | |
| LLaVA-OneVisionOptimization=SFT2026.03 | 9.8 | 6.24 | 7.96 | |
| InternVL2.5-4BOptimization=EAR2026.03 | 9.18 | 9.97 | 9.59 | |
| LLaVA-1.5-7bOptimization=EAR2026.03 | 7.95 | 7.97 | 7.96 | |
| Qwen2.5-VL-3BOptimization=Baseline2026.03 | 7.45 | 10.81 | 9.18 | |
| InternVL2.5-4BOptimization=SFT2026.03 | 6.94 | 5.55 | 6.18 | |
| LLaVA-1.5-7bOptimization=SFT2026.03 | 3.42 | 3.25 | 3.33 | |
| InternVL3.5-8BOptimization=Baseline2026.03 | 2.35 | 2.31 | 2.33 | |
| InternVL2.5-4BOptimization=Baseline2026.03 | 1.68 | 1.57 | 1.63 | |
| Qwen2-VL-2BOptimization=Baseline2026.03 | 1.4 | 1.15 | 1.27 | |
| LLaVA-1.5-7bOptimization=Baseline2026.03 | 1.29 | 1.21 | 1.25 | |
| InternVL3.5-4BOptimization=Baseline2026.03 | 0.5 | 0.52 | 0.51 | |
| LLaVA-OneVisionOptimization=Baseline2026.03 | 0 | 0.05 | 0.03 |