Grounded Reasoning on MM-GCoT
78.9Attribute Accuracy (A-Acc)GR3D-8B
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| GR3D-8B2026.05 | 78.9 | 77.3 | 66.7 | 85 | 79.6 | 70.4 | 71.1 | 65.7 | 66.1 | 78.3 | 74.2 | 67.7 | |
| ROVER-LSW-GRPOParams=8.5B, Prompt Setting=GCoT2026.05 | 76.7 | 81 | 68 | 95.6 | 90.3 | 85.9 | 71.4 | 73.9 | 68.9 | 81.2 | 81.7 | 74.3 | |
| ROVER-LSWParams=8.5B, Prompt Setting=GCoT2026.05 | 75.6 | 78 | 66.7 | 90.8 | 90.3 | 81.1 | 63.8 | 71.4 | 64.8 | 76.7 | 79.9 | 70.8 | |
| LLaVA-13B GCoTParams=13.1B, Prompt Setting=GCoT2026.05 | 74.7 | 67.8 | 58 | 90.3 | 72.8 | 68 | 64.1 | 60.8 | 59.3 | 76.4 | 67.1 | 61.8 | |
| Qwen2.5-VL-7BPrompting Setting=answer-first (AF)2026.05 | 73.6 | 72.5 | 59.8 | 87.9 | 56.3 | 51.5 | 57.8 | 64.1 | 59.1 | 73.1 | 64.3 | 56.8 | |
| LLaVA-7B GCoTParams=6.8B, Prompt Setting=GCoT2026.05 | 72.8 | 66.7 | 56.1 | 88.3 | 61.7 | 56.9 | 62.3 | 61.7 | 61.3 | 74.5 | 63.3 | 58.1 | |
| LLaVA-GCoT-7B2026.05 | 72.8 | 66.7 | 56.1 | 88.3 | 61.7 | 56.9 | 62.3 | 61.7 | 61.3 | 74.5 | 63.3 | 58.1 | |
| LLaVA-13BParams=13.1B, Prompt Setting=AF2026.05 | 69.7 | 12 | 9.6 | 83.5 | 14.6 | 15.4 | 58.7 | 11.6 | 14.4 | 70.6 | 12.7 | 13.1 | |
| LLaVA-13BParams=13.1B, Prompt Setting=GF2026.05 | 69.7 | 11.5 | 11.7 | 83.3 | 6.1 | 6.6 | 51.9 | 14.6 | 17.2 | 68.3 | 10.8 | 11.8 | |
| LLaVA-7BParams=6.8B, Prompt Setting=AF2026.05 | 68.6 | 9.2 | 8.8 | 83 | 11.2 | 11.5 | 58.4 | 9.1 | 9.9 | 70 | 9.8 | 10.1 | |
| LLaVA-7BPrompting Setting=answer-first (AF)2026.05 | 68.6 | 9.2 | 8.8 | 83 | 11.2 | 11.5 | 58.4 | 9.1 | 9.9 | 70 | 9.8 | 10.1 | |
| InternVL2.5-8BParams=8.1B, Prompt Setting=AF2026.05 | 61.9 | 51.9 | 42.6 | 89.3 | 36.4 | 31.5 | 48.3 | 43.2 | 39.4 | 66.5 | 43.8 | 37.8 | |
| LLaVA-7BParams=6.8B, Prompt Setting=GF2026.05 | 59.7 | 6.3 | 5.6 | 82.5 | 0.5 | 0.6 | 35.9 | 5.5 | 9.7 | 59.4 | 4.1 | 5.3 | |
| LLaVA-7BPrompting Setting=grounding-first (GF)2026.05 | 59.7 | 6.3 | 5.6 | 82.5 | 0.5 | 0.6 | 35.9 | 5.5 | 9.7 | 59.4 | 4.1 | 5.3 | |
| InternVL2.5-8BParams=8.1B, Prompt Setting=GF2026.05 | 54.5 | 43.1 | 40.7 | 76.9 | 31.9 | 26.1 | 37.1 | 46.2 | 31.1 | 56.2 | 40.4 | 32.6 | |
| Qwen2.5-VL-7BPrompting Setting=grounding-first (GF)2026.05 | 48.8 | 82.6 | 45.7 | 80.6 | 72.8 | 62.4 | 26.7 | 62.3 | 32.6 | 52 | 72.6 | 46.9 |