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Training Data Extraction via Memorization
🔴 CRITICAL
model_extraction
proven
AVE-2025-0068
· aka: Data Regurgitation
Summary
Agent can be prompted to reproduce verbatim training data including PII, code, or proprietary content.
Blast Radius
Training data disclosure including sensitive content.
Prerequisites
Model fine-tuned on sensitive data.
Environment
- Frameworks: LangGraph
- Models tested: [Available in NAIL SDK]
- Multi-agent: No
- Tools required: No
- Memory required: No