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Jailbreak Defense on ReNeLLM, EquaCode, DeepInc, WordGame

4.02ASR (ReNeLLM)FreoStream
0.899621.962343.02564.0877Jun 11, 2026

Evaluation results

MethodLinks
FreoStreamGuardrail Category=Stream, Protected LLM=DeepSeek-R12026.064.021.2410.249.96.35
FreoStreamGuardrail Category=Stream, Ablation=w/o Future-Aware Reasoning, Protected LLM=DeepSeek-R12026.064.021.2411.459.146.46
Qwen-Stream-0.6BGuardrail Category=Stream, Protected LLM=DeepSeek-R12026.064.251.6515.0613.458.6
FreoStreamGuardrail Category=Stream, Ablation=w/o Safety-Aligned Optimization, Protected LLM=DeepSeek-R12026.064.491.6515.0613.78.73
Qwen-Gen-0.6BInput Context=Prompt+Response, Guardrail Category=Generative, Protected LLM=DeepSeek-R12026.066.141.2425.931.9816.32
Qwen-Stream-8BGuardrail Category=Stream, Protected LLM=DeepSeek-R12026.0610.9330.0310.8411.9315.93
YuFeng-XGuard-0.6BInput Context=Prompt+Response, Guardrail Category=Generative, Protected LLM=DeepSeek-R12026.0611.358.2816.8710.1511.66
GuardReasoner-1BGuardrail Category=Generative, Protected LLM=DeepSeek-R12026.0612.290.8331.339.913.59
Nemotron-4BGuardrail Category=Generative, Protected LLM=DeepSeek-R12026.0622.2215.0613.2517.7717.08
YuFeng-XGuard-0.6BInput Context=Prompt Only, Guardrail Category=Generative, Protected LLM=DeepSeek-R12026.0623.8813.8730.7225.3823.46
Qwen-Gen-0.6BInput Context=Prompt Only, Guardrail Category=Generative, Protected LLM=DeepSeek-R12026.0682.0346.3827.0187.3160.68