{ "version": "2.0", "created_at": "2026-06-21T11:07:28.861636", "architecture": "XGBoost + DeBERTa-v3-base ensemble", "embedding": "sentence-transformers/all-MiniLM-L6-v2", "transformer": "microsoft/deberta-v3-base", "feature_dim": 396, "ensemble": { "w_xgb": 0.05, "w_transformer": 0.95, "w_faiss-delta": 0.1, "threshold": 0.915 }, "xgb": { "n_estimators": 300, "max_depth": 5, "threshold": 0.5499999999999998 }, "training_data": { "adversarial": 12000, "benign": 12000, "families": [ "JAILBREAK_PROMPTS", "ADVERSARIAL_ATTACKS", "TECHNICAL_ATTACKS", "ENHANCED_JAILBREAKS", "CRITICAL_SCENARIOS", "ADVANCED_TECHNIQUES", "EXTREME_SCENARIOS", "JAILBREAK_PROMPTS_Aditya", "ARMAAN_KEY_ATTACK", "MULTILINGUAL_PROMPTS", "ARMAAN_MULTILINGUAL_PROMPTS", "multi_lang", "LANGUAGE_BASED_PROMPTS_JIYA", "SKELETON_KEY_ATTACKS", "COMBINATION_ATTACKS", "REFUSAL_SUPPRESSION_ATTACKS", "AFFIRMATIVE_FORCING_ATTACKS", "ROLEPLAY_PERSONA_ATTACKS", "MANY_SHOT_ATTACKS", "BEST_OF_N_SEMANTIC_ATTACKS", "JAILBREAK_ATTACKS", "PROMPT_INJECTION_ATTACKS", "LOGIC_TRAP_ATTACKS", "ADVERSARIAL_CREATIVE_ATTACK", "CHAIN_OF_THOUGHT_ATTACKS", "SOCIAL_ENGINEERING_SIMULATION", "AMBIGUOUS_LANGUAGE_SIMULATION", "MULTI_TURN_PERSISTENCE_SIMULATION", "ADVANCED_HIGH_FIDELITY_SIMULATION", "PERSUASIVE_ARGUMENT_SIMULATION", "PHILOSOPHICAL_TRAP_ATTACKS", "CONSISTENCY_EXPLOIT_ATTACKS", "FALSE_PREMISE_ATTACKS", "REDUCTIO_ATTACKS", "META_REASONING_ATTACKS", "OBFUSCATION_ATTACKS", "PERSONA_ATTACKS" ] }, "test_metrics": { "f1": 0.9808, "fpr": 0.0096, "tpr": 0.9716 } }