Jailbreak Defense LLM (2023年)（ジェイルブレイクディフェンス）
2023年発表Jailbreak Defense LLM・Industry-leading defense against LLM jailbreaks + Industry-leading SmoothLLM/Self-Reminder/Erase-and-Check + Industry-leading prompt-level defense + Industry-leading widespread jailbreak protection。
概要
Jailbreak Defense LLM は、2023年発表Jailbreak Defense LLM・Industry-leading defense against LLM jailbreaks 2023年 + Industry-leading widespread jailbreak protection position確立。Jailbreak Defense specifications = Industry-leading defense against LLM jailbreaks (Industry-leading Jailbreak Defense LLM 2023 + Industry-leading defense against jailbreaks + Industry-leading Jailbreak Defense flagship) + Industry-leading SmoothLLM/Self-Reminder/Erase-and-Check + Industry-leading prompt-level defense + Industry-leading widespread jailbreak protection。
主な特徴・仕組み
- Method Family: Industry-leading Jailbreak Defense LLM family
- Year: 2023年 (multiple key methods 2023)
- Key Methods: Industry-leading SmoothLLM (Robey 2023) + Self-Reminder (Xie 2023) + Erase-and-Check (Kumar 2023) + Llama Guard (Inan 2023)
- SmoothLLM: Industry-leading random perturbation defense
- Self-Reminder: Industry-leading self-reminder prompt prepending defense
- Erase-and-Check: Industry-leading erase suffix and check defense
- Llama Guard: Industry-leading Meta Llama Guard 7B safety classifier
- Target Jailbreaks: Industry-leading GCG + AutoDAN + PAIR jailbreak attacks defense
- Industry Adoption: Industry-leading widespread enterprise jailbreak defense
- Open Source: Industry-leading Jailbreak Defense GitHub repositories
- Industry-Leading: Industry-leading defense against LLM jailbreaks methods 2023
スペック比較表
| LLM Safety Method (2022-2024) | Year | Org | Method | Industry Position |
|---|---|---|---|---|
| Jailbreak Defense | 2023 | Various | Defense against jailbreaks | Industry-leading jailbreak defense |
| Constitutional AI | 2022 | Anthropic | RLAIF + constitution | Industry-leading Claude foundation |
| Red Teaming LLM | 2022 | Anthropic+Meta+OpenAI | Adversarial testing | Industry-leading red teaming standard |
| Adversarial Training LLM | 2023 | Various | Adversarial training | Industry-leading adversarial training |
| Prompt Injection Defense | 2024 | Various | Prompt injection defense | Industry-leading PI defense |
具体例・対応製品
- Jailbreak Defense LLM (2023年): Industry-leading defense against LLM jailbreaks
- Industry-leading SmoothLLM random perturbation defense: Industry-leading SmoothLLM
- Industry-leading Self-Reminder prompt prepending defense: Industry-leading Self-Reminder
- Industry-leading Erase-and-Check erase suffix defense: Industry-leading Erase-and-Check
- Industry-leading Llama Guard Meta 7B safety classifier: Industry-leading Llama Guard
- 競合 Constitutional AI + Red Teaming + Adversarial Training + PI Defense: Industry-leading safety competitors
自作PCでの選び方・注意点
Jailbreak Defense LLM は「Industry-leading defense against LLM jailbreaks + Industry-leading SmoothLLM/Self-Reminder/Erase-and-Check」「Industry-leading prompt-level defense + Industry-leading widespread jailbreak protection」用途のIndustry-leading defense 2023年Various発表product。Industry-leading SmoothLLM (Industry-leading SmoothLLM random perturbation defense + Industry-leading Robey 2023 SmoothLLM signature + Industry-leading random perturbation signature) で Industry-leading SmoothLLM + Industry-leading Robey 2023 + Industry-leading random perturbation。Industry-leading Self-Reminder (Industry-leading Self-Reminder prompt prepending defense + Industry-leading Xie 2023 Self-Reminder signature + Industry-leading prompt-level defense) で Industry-leading Self-Reminder + Industry-leading Xie 2023 + Industry-leading prompt-level defense。Industry-leading Erase-and-Check (Industry-leading Erase-and-Check erase suffix and check defense + Industry-leading Kumar 2023 signature + Industry-leading erase suffix defense) で Industry-leading Erase-and-Check + Industry-leading Kumar 2023 + Industry-leading erase suffix。Industry-leading Llama Guard (Industry-leading Meta Llama Guard 7B safety classifier + Industry-leading Inan 2023 Llama Guard signature + Industry-leading 7B classifier defense) で Industry-leading Llama Guard + Industry-leading Inan 2023 + Industry-leading 7B classifier。Industry-leading GCG+AutoDAN+PAIR target (Industry-leading GCG + AutoDAN + PAIR jailbreak attacks defense + Industry-leading jailbreak attack target signature + Industry-leading widespread enterprise defense) で Industry-leading GCG+AutoDAN+PAIR + Industry-leading attack target + Industry-leading widespread enterprise。但しIndustry-leading Constitutional AI + Red Teaming + Adversarial Training + PI Defense competition (Industry-leading Constitutional AI Anthropic RLAIF 2022 + Red Teaming Anthropic+Meta+OpenAI 2022 + Adversarial Training Various 2023 + PI Defense Various 2024 vs Jailbreak Defense Various SmoothLLM/Self-Reminder/Erase-and-Check/Llama Guard 2023 trade-off) で Industry-leading 4-safety method competitors vs Jailbreak Defense + Industry-leading SmoothLLM random perturbation + Self-Reminder prompt prepending + Erase-and-Check erase suffix + Llama Guard 7B classifier + GCG+AutoDAN+PAIR jailbreak attacks defense + widespread enterprise jailbreak defense 2023 unique advantage adoption alignment必須。
関連用語との違い
- vs Constitutional AI (Anthropic 2022): Jailbreak Defenseはpost-hoc defense・Constitutional AIはfoundational training method
- vs Red Teaming (Anthropic 2022): Jailbreak Defenseはdefense against attacks・Red Teamingはoffensive testing
- vs Prompt Injection Defense (2024): Jailbreak DefenseはJB-specific・PI Defenseはprompt injection-specific
よくある質問（FAQ）
Q1: Jailbreak Defense vs Prompt Injection Defense 違いは？ A: Jailbreak Defense (Industry-leading SmoothLLM random perturbation + Self-Reminder prompt prepending + Erase-and-Check erase suffix + Llama Guard 7B classifier + GCG + AutoDAN + PAIR jailbreak attacks defense + widespread enterprise jailbreak defense + Various authors 2023) vs Prompt Injection Defense (Industry-leading Spotlighting + StruQ + SecAlign + PromptShield + Microsoft Prompt Shields + indirect prompt injection defense + Various authors 2024)・Industry-leading SmoothLLM + Self-Reminder + Erase-and-Check + Llama Guard + JB attacks + 2023 = Jailbreak Defense + Industry-leading Spotlighting + StruQ + SecAlign + PI attacks + 2024 = PI Defense preference judgment (JB vs PI attack target differ)。
Q2: Industry-leading SmoothLLM + Self-Reminder + Erase-and-Check value は？ A: Industry-leading SmoothLLM + Self-Reminder + Erase-and-Check (Industry-leading SmoothLLM random perturbation defense + Industry-leading Self-Reminder prompt prepending defense + Industry-leading Erase-and-Check erase suffix and check defense + Industry-leading prompt-level defense triad)。
Q3: Industry-leading Llama Guard + GCG+AutoDAN+PAIR target value は？ A: Industry-leading Llama Guard + JB targets (Industry-leading Meta Llama Guard 7B safety classifier + Industry-leading Inan 2023 + Industry-leading GCG + AutoDAN + PAIR jailbreak attacks defense target + Industry-leading widespread enterprise jailbreak defense)。
まとめ
Jailbreak Defense LLM = 2023年Various発表のdefense against LLM jailbreaks methodology family。Industry-leading SmoothLLM random perturbation defense Robey 2023 + Industry-leading Self-Reminder prompt prepending defense Xie 2023 + Industry-leading Erase-and-Check erase suffix and check defense Kumar 2023 + Industry-leading Meta Llama Guard 7B safety classifier Inan 2023 + Industry-leading GCG + AutoDAN + PAIR jailbreak attacks defense target + Industry-leading prompt-level defense + Industry-leading widespread enterprise jailbreak defense + Industry-leading defense against LLM jailbreaks methods 2023 position確立。