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Safety Evaluation on MultiJail (test)

0MultiJail Safety Failure Rate (EN)LASA
-0.522.996.510.01Apr 13, 2026

Evaluation results

MethodLinks
LASABase Model=Llama-3.1-8B-Instruct2026.040010851.7
SFTBase Model=Qwen-2.5-7B-Instruct2026.04010051137.4
KTOBase Model=Qwen-2.5-7B-Instruct2026.04001157117.8
ORPOBase Model=Qwen-2.5-7B-Instruct2026.04021145126.4
LASABase Model=Qwen-2.5-7B-Instruct2026.0400111352.5
SFTBase Model=Llama-3.1-8B-Instruct2026.04122238167.3
DPOBase Model=Llama-3.1-8B-Instruct2026.04148319156.6
ORPOBase Model=Llama-3.1-8B-Instruct2026.04102028135.1
MPOBase Model=Llama-3.1-8B-Instruct2026.04113228145.3
KTOBase Model=Llama-3.1-8B-Instruct2026.041.011111993.4
DPOBase Model=Qwen-2.5-7B-Instruct2026.04201247158.21
CPOBase Model=Qwen-2.5-7B-Instruct2026.04214244199
MPOBase Model=Qwen-2.5-7B-Instruct2026.04202246168.1
CPOBase Model=Llama-3.1-8B-Instruct2026.043.0313132177.3
Vanilla ModelBase Model=Qwen-2.5-7B-Instruct2026.044353562712.5
Vanilla ModelBase Model=Llama-3.1-8B-Instruct2026.0413133717463921