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ResearchFormerly WizWand

Safety on MSSBench

93.1Safety ScoreEcoAlign
46.61258.68170.7582.819Nov 14, 2025
Updated 7mo ago

Evaluation results

MethodLinks
EcoAlignCategory=Closed-source, Model=Gemini-2.5-Flash, Avg. Cost=24.12025.1193.1
EcoAlignCategory=Closed-source, Model=Qwen-VL-Max, Avg. Cost=12.72025.1192.8
EcoAlignCategory=Closed-source, Model=GPT-4o, Avg. Cost=21.22025.1191.8
EcoAlignCategory=Open-source, Model=Llama-3.2-11B-Vision, Avg. Cost=28.22025.1190.7
EcoAlignCategory=Open-source, Model=InternVL3-14B, Avg. Cost=39.32025.1187.9
VLM-GuardCategory=Closed-source, Model=Qwen-VL-Max, Avg. Cost=2.22025.1185
VLM-GuardCategory=Closed-source, Model=Gemini-2.5-Flash, Avg. Cost=1.42025.1182.2
CoDCategory=Closed-source, Model=Qwen-VL-Max, Avg. Cost=34.32025.1179.3
VLM-GuardCategory=Closed-source, Model=GPT-4o, Avg. Cost=3.12025.1175.9
VLM-GuardCategory=Open-source, Model=Llama-3.2-11B-Vision, Avg. Cost=1.62025.1175.8
CoDCategory=Closed-source, Model=Gemini-2.5-Flash, Avg. Cost=27.52025.1175.6
VLM-GuardCategory=Open-source, Model=InternVL3-14B, Avg. Cost=1.92025.1173
CoTCategory=Closed-source, Model=Gemini-2.5-Flash, Avg. Cost=86.62025.1171.3
CoDCategory=Closed-source, Model=GPT-4o, Avg. Cost=25.82025.1170.1
CoTCategory=Closed-source, Model=GPT-4o, Avg. Cost=104.32025.1169.4
CoDCategory=Open-source, Model=InternVL3-14B, Avg. Cost=45.52025.1168.4
CoTCategory=Closed-source, Model=Qwen-VL-Max, Avg. Cost=1142025.1164
CoTCategory=Open-source, Model=InternVL3-14B, Avg. Cost=134.22025.1162
BaseCategory=Closed-source, Model=Gemini-2.5-Flash, Avg. Cost=12025.1160.5
CoDCategory=Open-source, Model=Llama-3.2-11B-Vision, Avg. Cost=362025.1159.2
CoTCategory=Open-source, Model=Llama-3.2-11B-Vision, Avg. Cost=108.32025.1158.9
BaseCategory=Closed-source, Model=GPT-4o, Avg. Cost=12025.1158.8
BaseCategory=Closed-source, Model=Qwen-VL-Max, Avg. Cost=12025.1153.4
BaseCategory=Open-source, Model=InternVL3-14B, Avg. Cost=12025.1151.2
BaseCategory=Open-source, Model=Llama-3.2-11B-Vision, Avg. Cost=12025.1148.4