| Model,Alignment,Alignment,Alignment,Alignment,Descriptiveness,Descriptiveness,Descriptiveness,Descriptiveness,Complexity,Complexity,Complexity,Side effects,Side effects,Side effects,Side effects,Side effects | |
| Model,CLIP-S,CapS_S,CapS_A,N-avg↑,Recall,Noun,Verb,N-avg↑,Syn,Sem,N-avg↑,CHs↓,FS↑,FSs↑,Harm↓,N-avg↑ | |
| MiniGPT-4,60.8,33.0,35.9,0.19,75.3,33.0,34.7,0.22,8.0,32.6,0.38,37.8,55.0,37.6,0.31,0.18 | |
| InstructBLIP,59.9,36.0,35.5,0.18,82.1,34.2,34.7,0.40,7.7,46.0,0.41,58.5,62.4,43.3,0.10,0.66 | |
| LLaVA-1.5,60.1,38.5,45.0,0.67,80.5,32.5,31.0,0.11,7.1,39.6,0.08,49.0,65.7,41.6,0.12,0.71 | |
| mPLUG-Owl2,59.7,39.7,40.0,0.49,83.3,35.0,32.8,0.34,7.4,45.6,0.28,59.1,62.0,41.3,0.08,0.58 | |
| Qwen2-VL,61.8,37.3,43.2,0.82,90.4,45.9,36.9,1.00,8.3,75.7,1.00,26.8,54.2,41.7,0.28,0.46 |