Prompt Injection Defense LLM (2024年)（プロンプトインジェクションディフェンス）
2024年発表Prompt Injection Defense LLM・Industry-leading prompt injection defense LLM + Industry-leading Spotlighting/StruQ/SecAlign/PromptShield + Industry-leading indirect prompt injection defense + Industry-leading Microsoft Prompt Shields。
概要
Prompt Injection Defense LLM は、2024年発表Prompt Injection Defense LLM・Industry-leading prompt injection defense LLM 2024年 + Industry-leading indirect prompt injection defense position確立。Prompt Injection Defense specifications = Industry-leading prompt injection defense LLM (Industry-leading Prompt Injection Defense LLM 2024 + Industry-leading prompt injection defense + Industry-leading PI Defense flagship) + Industry-leading Spotlighting/StruQ/SecAlign/PromptShield + Industry-leading indirect prompt injection defense + Industry-leading Microsoft Prompt Shields。
主な特徴・仕組み
- Method Family: Industry-leading Prompt Injection Defense LLM family
- Year: 2024年 (key methods 2024)
- Key Methods: Industry-leading Spotlighting (Hines 2024) + StruQ (Chen 2024) + SecAlign (Chen 2024) + PromptShield + Microsoft Prompt Shields (Azure AI)
- Spotlighting: Industry-leading marking trusted vs untrusted content signature
- StruQ: Industry-leading structured queries defense
- SecAlign: Industry-leading secure alignment training defense
- PromptShield: Industry-leading prompt shield classifier
- Microsoft Prompt Shields: Industry-leading Azure AI Content Safety Prompt Shields production
- Indirect Prompt Injection: Industry-leading indirect PI defense (RAG/tool-use PI)
- Direct PI Defense: Industry-leading direct prompt injection defense
- Target Attacks: Industry-leading direct PI + indirect PI + RAG poisoning attacks
- Industry Adoption: Industry-leading Azure AI + AWS + GCP enterprise PI defense
- Industry-Leading: Industry-leading prompt injection defense LLM Microsoft+Various 2024
スペック比較表
| LLM Safety Method (2022-2024) | Year | Org | Method | Industry Position |
|---|---|---|---|---|
| Prompt Injection Defense | 2024 | Various+Microsoft | Prompt injection defense | Industry-leading PI defense |
| Adversarial Training LLM | 2023 | Various | Adversarial training | Industry-leading adversarial training |
| 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 |
具体例・対応製品
- Prompt Injection Defense LLM (2024年): Industry-leading prompt injection defense
- Industry-leading Spotlighting trusted vs untrusted marking: Industry-leading Spotlighting
- Industry-leading StruQ structured queries defense: Industry-leading StruQ
- Industry-leading SecAlign secure alignment training: Industry-leading SecAlign
- Industry-leading Microsoft Prompt Shields Azure AI: Industry-leading Microsoft Prompt Shields
- 競合 Constitutional AI + Red Teaming + Jailbreak Defense + Adversarial Training: Industry-leading safety competitors
自作PCでの選び方・注意点
Prompt Injection Defense LLM は「Industry-leading prompt injection defense LLM + Industry-leading Spotlighting/StruQ/SecAlign/PromptShield」「Industry-leading indirect prompt injection defense + Industry-leading Microsoft Prompt Shields」用途のIndustry-leading PI defense 2024年Various+Microsoft発表product。Industry-leading Spotlighting (Industry-leading Spotlighting marking trusted vs untrusted content signature + Industry-leading Hines 2024 Spotlighting + Industry-leading content marking defense) で Industry-leading Spotlighting + Industry-leading Hines 2024 + Industry-leading content marking。Industry-leading StruQ (Industry-leading StruQ structured queries defense + Industry-leading Chen 2024 StruQ + Industry-leading structured query separation) で Industry-leading StruQ + Industry-leading Chen 2024 + Industry-leading structured query。Industry-leading SecAlign (Industry-leading SecAlign secure alignment training defense + Industry-leading Chen 2024 SecAlign + Industry-leading secure alignment) で Industry-leading SecAlign + Industry-leading Chen 2024 + Industry-leading secure alignment。Industry-leading PromptShield (Industry-leading PromptShield prompt shield classifier + Industry-leading shield classifier defense + Industry-leading classifier-based defense) で Industry-leading PromptShield + Industry-leading shield classifier + Industry-leading classifier defense。Industry-leading Microsoft Prompt Shields (Industry-leading Azure AI Content Safety Prompt Shields production + Industry-leading Microsoft Prompt Shields signature + Industry-leading production enterprise PI defense) で Industry-leading Microsoft Prompt Shields + Industry-leading Microsoft signature + Industry-leading production enterprise。Industry-leading indirect PI + RAG poisoning (Industry-leading indirect PI defense RAG/tool-use PI + Industry-leading direct PI defense + Industry-leading RAG poisoning attack defense + Industry-leading widespread Azure AI+AWS+GCP enterprise) で Industry-leading indirect PI + Industry-leading direct PI + Industry-leading RAG poisoning + Industry-leading Azure+AWS+GCP enterprise。但しIndustry-leading Constitutional AI + Red Teaming + Jailbreak Defense + Adversarial Training competition (Industry-leading Constitutional AI Anthropic 2022 + Red Teaming Anthropic+Meta+OpenAI 2022 + Jailbreak Defense Various 2023 + Adversarial Training Various 2023 vs Prompt Injection Defense Various+Microsoft Spotlighting+StruQ+SecAlign+Prompt Shields 2024 trade-off) で Industry-leading 4-safety method competitors vs Prompt Injection Defense + Industry-leading Spotlighting trusted/untrusted marking + StruQ structured queries + SecAlign secure alignment + PromptShield classifier + Microsoft Prompt Shields Azure AI production + indirect PI + RAG poisoning defense + Various+Microsoft 2024 unique advantage adoption alignment必須。
関連用語との違い
- vs Jailbreak Defense (2023): PI DefenseはPI-specific + indirect PI + 2024・Jailbreak DefenseはJB-specific + 2023
- vs Adversarial Training (2023): PI Defenseはdefense-only + Microsoft production・Adversarial Trainingはtraining + iterative
- vs Constitutional AI/Red Teaming (2022): PI Defenseは2024 + Microsoft Prompt Shields production・他は2022 foundational
よくある質問（FAQ）
Q1: Prompt Injection Defense vs Jailbreak Defense 違いは？ A: Prompt Injection Defense (Industry-leading Spotlighting trusted vs untrusted content marking + StruQ structured queries defense + SecAlign secure alignment training + PromptShield prompt shield classifier + Microsoft Prompt Shields Azure AI production + indirect PI defense RAG/tool-use PI + direct PI defense + RAG poisoning attack defense + Various+Microsoft 2024) 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 + Various 2023)・Industry-leading Spotlighting + StruQ + SecAlign + Microsoft Prompt Shields + indirect PI + 2024 = PI Defense + Industry-leading SmoothLLM + Self-Reminder + Erase-and-Check + Llama Guard + JB attacks + 2023 = Jailbreak Defense preference judgment (PI vs JB attack target differ)。
Q2: Industry-leading Spotlighting + StruQ + SecAlign value は？ A: Industry-leading Spotlighting + StruQ + SecAlign (Industry-leading Spotlighting marking trusted vs untrusted content + Industry-leading StruQ structured queries defense + Industry-leading SecAlign secure alignment training + Industry-leading triple PI defense method)。
Q3: Industry-leading Microsoft Prompt Shields + indirect PI value は？ A: Industry-leading Microsoft Prompt Shields + indirect PI (Industry-leading Microsoft Prompt Shields Azure AI Content Safety production + Industry-leading indirect PI defense RAG/tool-use PI + Industry-leading direct PI defense + Industry-leading RAG poisoning attack defense + Industry-leading widespread Azure AI+AWS+GCP enterprise)。
まとめ
Prompt Injection Defense LLM = 2024年Various+Microsoft発表のprompt injection defense LLM methodology family。Industry-leading Spotlighting marking trusted vs untrusted content Hines 2024 + Industry-leading StruQ structured queries defense Chen 2024 + Industry-leading SecAlign secure alignment training Chen 2024 + Industry-leading PromptShield prompt shield classifier + Industry-leading Microsoft Prompt Shields Azure AI Content Safety production + Industry-leading indirect prompt injection defense RAG/tool-use PI + Industry-leading direct PI defense + Industry-leading RAG poisoning attack defense + Industry-leading widespread Azure AI + AWS + GCP enterprise PI defense + Industry-leading prompt injection defense LLM Microsoft+Various 2024 position確立。