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ResearchFormerly WizWand

Video Jailbreaking on COCO 2017 (test)

93Attack Success RateRunaway Evil
3.0426.39549.7573.105Dec 7, 2025
Updated 8mo ago

Evaluation results

MethodLinks
Runaway EvilVideo Generation Model=Wan, Evaluation Model (MLLM)=GEMMA2025.1293
Runaway EvilVideo Generation Model=DynamiCrafter, Evaluation Model (MLLM)=LLAVA2025.1292
Runaway EvilVideo Generation Model=Opensora, Evaluation Model (MLLM)=LLAVA2025.1292
Runaway EvilVideo Generation Model=Cogvideo, Evaluation Model (MLLM)=GEMMA2025.1289.5
Runaway EvilVideo Generation Model=Cogvideo, Evaluation Model (MLLM)=LLAVA2025.1289
Runaway EvilVideo Generation Model=Opensora, Evaluation Model (MLLM)=GEMMA2025.1288
Runaway EvilVideo Generation Model=DynamiCrafter, Evaluation Model (MLLM)=QWEN2025.1286.5
Runaway EvilVideo Generation Model=Wan, Evaluation Model (MLLM)=QWEN2025.1286
Runaway EvilVideo Generation Model=DynamiCrafter, Evaluation Model (MLLM)=GEMMA2025.1285.5
Runaway EvilVideo Generation Model=Cogvideo, Evaluation Model (MLLM)=QWEN2025.1285.5
Runaway EvilVideo Generation Model=Opensora, Evaluation Model (MLLM)=QWEN2025.1283.5
Runaway EvilVideo Generation Model=Wan, Evaluation Model (MLLM)=LLAVA2025.1281
PGJVideo Generation Model=Cogvideo, Evaluation Model (MLLM)=LLAVA2025.1247
PGJVideo Generation Model=Opensora, Evaluation Model (MLLM)=LLAVA2025.1246.5
DACAVideo Generation Model=Opensora, Evaluation Model (MLLM)=LLAVA2025.1246
PGJVideo Generation Model=Opensora, Evaluation Model (MLLM)=QWEN2025.1245
DACAVideo Generation Model=Cogvideo, Evaluation Model (MLLM)=LLAVA2025.1244
PGJVideo Generation Model=Wan, Evaluation Model (MLLM)=LLAVA2025.1242.5
PGJVideo Generation Model=DynamiCrafter, Evaluation Model (MLLM)=LLAVA2025.1241.5
PGJVideo Generation Model=Cogvideo, Evaluation Model (MLLM)=QWEN2025.1241.5
DACAVideo Generation Model=Wan, Evaluation Model (MLLM)=LLAVA2025.1241
PGJVideo Generation Model=DynamiCrafter, Evaluation Model (MLLM)=QWEN2025.1237
DACAVideo Generation Model=DynamiCrafter, Evaluation Model (MLLM)=LLAVA2025.1236.5
SneakyVideo Generation Model=Opensora, Evaluation Model (MLLM)=LLAVA2025.1235
PGJVideo Generation Model=Opensora, Evaluation Model (MLLM)=GEMMA2025.1232.5
SneakyVideo Generation Model=Wan, Evaluation Model (MLLM)=LLAVA2025.1231.5
PGJVideo Generation Model=Wan, Evaluation Model (MLLM)=QWEN2025.1231.5
PGJVideo Generation Model=Cogvideo, Evaluation Model (MLLM)=GEMMA2025.1231
SneakyVideo Generation Model=Cogvideo, Evaluation Model (MLLM)=LLAVA2025.1230.5
SneakyVideo Generation Model=Opensora, Evaluation Model (MLLM)=QWEN2025.1228.5
DACAVideo Generation Model=DynamiCrafter, Evaluation Model (MLLM)=QWEN2025.1227
SneakyVideo Generation Model=Cogvideo, Evaluation Model (MLLM)=QWEN2025.1226
PGJVideo Generation Model=Wan, Evaluation Model (MLLM)=GEMMA2025.1224.5
DACAVideo Generation Model=Opensora, Evaluation Model (MLLM)=QWEN2025.1224
SneakyVideo Generation Model=Wan, Evaluation Model (MLLM)=QWEN2025.1223
SneakyVideo Generation Model=DynamiCrafter, Evaluation Model (MLLM)=LLAVA2025.1223
SneakyVideo Generation Model=DynamiCrafter, Evaluation Model (MLLM)=QWEN2025.1221.5
PGJVideo Generation Model=DynamiCrafter, Evaluation Model (MLLM)=GEMMA2025.1221.5
DACAVideo Generation Model=DynamiCrafter, Evaluation Model (MLLM)=GEMMA2025.1221
DACAVideo Generation Model=Opensora, Evaluation Model (MLLM)=GEMMA2025.1221
DACAVideo Generation Model=Cogvideo, Evaluation Model (MLLM)=GEMMA2025.1221
SneakyVideo Generation Model=Opensora, Evaluation Model (MLLM)=GEMMA2025.1216.5
DACAVideo Generation Model=Wan, Evaluation Model (MLLM)=GEMMA2025.1216.5
DACAVideo Generation Model=Cogvideo, Evaluation Model (MLLM)=QWEN2025.1216.5
DACAVideo Generation Model=Wan, Evaluation Model (MLLM)=QWEN2025.1211
SneakyVideo Generation Model=Wan, Evaluation Model (MLLM)=GEMMA2025.1210
SneakyVideo Generation Model=Cogvideo, Evaluation Model (MLLM)=GEMMA2025.1210
SneakyVideo Generation Model=DynamiCrafter, Evaluation Model (MLLM)=GEMMA2025.126.5