Visual-Semantic Understanding on CII-Bench
50.7Overall ScoreInternVL3
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| InternVL3#Params=8B, CoT=false2026.01 | 50.7 | 45.9 | 48.5 | 57.8 | 45.8 | 51.9 | 51.9 | 46.6 | 52.5 | 52.6 | |
| Qwen2.5-VL#Params=7B, CoT=false2026.01 | 48.1 | 41.1 | 52.2 | 51.4 | 58.3 | 53.7 | 47.4 | 47.9 | 47.2 | 49.3 | |
| InternVL3#Params=8B, CoT=true2026.01 | 47.7 | 42.9 | 46.3 | 55.1 | 37.5 | 57.4 | 45.2 | 46.2 | 47.9 | 48.9 | |
| Qwen2.5-VL#Params=7B, CoT=true2026.01 | 45.8 | 39 | 45.6 | 50.8 | 45.8 | 57.4 | 45.9 | 44.4 | 46 | 46.6 | |
| MoCoT (Ours)#Params=3B2026.01 | 44.7 | 35.9 | 44.1 | 49.2 | 50 | 55.6 | 48.9 | 41 | 44.9 | 47.7 | |
| Qwen2.5-VL#Params=3B, CoT=false2026.01 | 41.8 | 32.5 | 39 | 44.3 | 54.2 | 53.7 | 50.4 | 39.7 | 41.5 | 44 | |
| Ovis2#Params=2B, CoT=false2026.01 | 36.3 | 32 | 33.1 | 43.8 | 37.5 | 48.2 | 31.9 | 35.5 | 34.7 | 38.7 | |
| Qwen2.5-VL#Params=3B, CoT=true2026.01 | 36.2 | 31.2 | 33.8 | 34.6 | 37.5 | 50 | 43.7 | 37.2 | 31.7 | 39.9 | |
| InternVL2.5#Params=2B, CoT=false2026.01 | 33.6 | 27.3 | 36.8 | 37.3 | 41.7 | 40.7 | 31.9 | 30.8 | 34.7 | 35 | |
| InternVL2.5#Params=2B, CoT=true2026.01 | 33.3 | 33.3 | 37.5 | 35.7 | 29.2 | 29.6 | 28.2 | 32.5 | 30.6 | 36.8 | |
| Phi-3.5#Params=4B, CoT=false2026.01 | 33.1 | 26.8 | 39 | 32.4 | 45.8 | 44.4 | 31.9 | 26.5 | 37.4 | 34.6 | |
| XComposer-2.5#Params=7B, CoT=false2026.01 | 32.6 | 26.8 | 36.8 | 35.7 | 25 | 42.6 | 31.1 | 31.6 | 35.5 | 30.5 | |
| XComposer-2.5#Params=7B, CoT=true2026.01 | 32.6 | 30.3 | 32.4 | 34.6 | 33.3 | 40.7 | 30.4 | 31.6 | 35.1 | 30.8 | |
| Gemma-3#Params=4B, CoT=true2026.01 | 32.6 | 29 | 37.5 | 31.9 | 25 | 40.7 | 32.6 | 26.9 | 32.1 | 38 | |
| Gemma-3#Params=4B, CoT=false2026.01 | 30.5 | 26.8 | 34.6 | 31.4 | 45.8 | 35.2 | 26.7 | 23.5 | 34.3 | 32.7 | |
| LLaVA-1.6#Params=7B, CoT=false2026.01 | 30.2 | 23.4 | 37.5 | 28.1 | 29.2 | 50 | 29.6 | 26.1 | 30.2 | 33.8 | |
| LLaVA-1.6#Params=7B, CoT=true2026.01 | 29 | 21.7 | 34.6 | 30.3 | 29.2 | 44.4 | 28.2 | 25.6 | 30.2 | 30.8 | |
| Ovis2#Params=2B, CoT=true2026.01 | 26.8 | 22.1 | 28.7 | 35.1 | 37.5 | 35.2 | 16.3 | 23.1 | 28.3 | 28.6 | |
| Mono#Params=2B, CoT=false2026.01 | 22.5 | 17.8 | 22.8 | 21.1 | 29.2 | 27.8 | 28.9 | 23.1 | 21.1 | 23.3 | |
| Phi-3.5#Params=4B, CoT=true2026.01 | 22.1 | 14.7 | 31.6 | 21.1 | 29.2 | 27.8 | 23 | 22.2 | 20.8 | 23.3 | |
| Mono#Params=2B, CoT=true2026.01 | 10.7 | 8.6 | 13.2 | 7 | 12.5 | 13 | 15.6 | 11.1 | 8.7 | 12.4 |