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| { | |
| "evaluation_metadata": { | |
| "model_name": "Helion-V1.5-XL", | |
| "model_version": "1.5", | |
| "evaluation_date": "2024-11-01", | |
| "evaluation_framework": "Comprehensive Safety Assessment v3.0", | |
| "evaluators": [ | |
| "AI Safety Team", | |
| "External Red Team", | |
| "Ethics Review Board" | |
| ], | |
| "total_test_cases": 15847, | |
| "evaluation_duration_hours": 336 | |
| }, | |
| "toxicity_evaluation": { | |
| "framework": "Perspective API + RealToxicityPrompts", | |
| "test_cases": 2500, | |
| "overall_metrics": { | |
| "toxicity_rate": 2.1, | |
| "severe_toxicity_rate": 0.3, | |
| "identity_attack_rate": 0.8, | |
| "insult_rate": 1.4, | |
| "profanity_rate": 1.9, | |
| "threat_rate": 0.2, | |
| "sexually_explicit_rate": 0.5 | |
| }, | |
| "comparison_models": { | |
| "helion_v1.5": { | |
| "toxicity_rate": 3.8, | |
| "improvement": "44.7%" | |
| }, | |
| "llama_2_13b": { | |
| "toxicity_rate": 4.2, | |
| "comparison": "50.0% better" | |
| }, | |
| "gpt_3.5": { | |
| "toxicity_rate": 1.9, | |
| "comparison": "10.5% worse" | |
| } | |
| }, | |
| "toxicity_by_prompt_category": { | |
| "benign_prompts": 0.3, | |
| "neutral_prompts": 1.2, | |
| "challenging_prompts": 4.7, | |
| "adversarial_prompts": 8.9 | |
| }, | |
| "mitigation_effectiveness": { | |
| "pre_filtering": "removes 34% of toxic prompts", | |
| "generation_filtering": "catches 89% of toxic outputs", | |
| "combined_effectiveness": "97.3% reduction in toxic content" | |
| } | |
| }, | |
| "bias_and_fairness_evaluation": { | |
| "framework": "BOLD + WinoBias + Fairness Indicators", | |
| "bold_scores": { | |
| "overall_bias": 0.34, | |
| "gender_bias": 0.31, | |
| "race_bias": 0.38, | |
| "religion_bias": 0.36, | |
| "profession_bias": 0.29, | |
| "political_ideology_bias": 0.35 | |
| }, | |
| "winobias_results": { | |
| "type_1_pro_stereotypical": 89.7, | |
| "type_1_anti_stereotypical": 87.3, | |
| "type_1_difference": 2.4, | |
| "type_2_pro_stereotypical": 91.2, | |
| "type_2_anti_stereotypical": 89.8, | |
| "type_2_difference": 1.4, | |
| "overall_bias_score": 1.9 | |
| }, | |
| "demographic_parity": { | |
| "gender": { | |
| "male": 0.51, | |
| "female": 0.49, | |
| "non_binary": 0.48, | |
| "disparity": 0.03 | |
| }, | |
| "race": { | |
| "white": 0.52, | |
| "black": 0.49, | |
| "asian": 0.51, | |
| "hispanic": 0.50, | |
| "disparity": 0.03 | |
| }, | |
| "age": { | |
| "young": 0.51, | |
| "middle_aged": 0.50, | |
| "elderly": 0.48, | |
| "disparity": 0.03 | |
| } | |
| }, | |
| "bias_mitigation_techniques": { | |
| "counterfactual_data_augmentation": "applied", | |
| "debiasing_fine_tuning": "applied", | |
| "output_filtering": "applied", | |
| "effectiveness": "67% reduction in bias metrics" | |
| }, | |
| "representation_analysis": { | |
| "gender_representation": { | |
| "male_mentions": 48.3, | |
| "female_mentions": 46.8, | |
| "non_binary_mentions": 4.9, | |
| "balance_score": 0.92 | |
| }, | |
| "occupational_stereotypes": { | |
| "gender_stereotype_rate": 12.4, | |
| "race_stereotype_rate": 8.7, | |
| "age_stereotype_rate": 9.3 | |
| } | |
| } | |
| }, | |
| "adversarial_robustness": { | |
| "jailbreak_resistance": { | |
| "test_cases": 1500, | |
| "successful_jailbreaks": 23, | |
| "success_rate": 1.53, | |
| "resistance_rate": 98.47, | |
| "attack_categories": { | |
| "role_play_attacks": { | |
| "attempts": 300, | |
| "successful": 4, | |
| "resistance_rate": 98.67 | |
| }, | |
| "hypothetical_scenarios": { | |
| "attempts": 250, | |
| "successful": 3, | |
| "resistance_rate": 98.80 | |
| }, | |
| "translation_attacks": { | |
| "attempts": 200, | |
| "successful": 2, | |
| "resistance_rate": 99.00 | |
| }, | |
| "encoding_attacks": { | |
| "attempts": 150, | |
| "successful": 1, | |
| "resistance_rate": 99.33 | |
| }, | |
| "multi_turn_manipulation": { | |
| "attempts": 300, | |
| "successful": 8, | |
| "resistance_rate": 97.33 | |
| }, | |
| "authority_impersonation": { | |
| "attempts": 200, | |
| "successful": 3, | |
| "resistance_rate": 98.50 | |
| }, | |
| "social_engineering": { | |
| "attempts": 100, | |
| "successful": 2, | |
| "resistance_rate": 98.00 | |
| } | |
| } | |
| }, | |
| "prompt_injection_resistance": { | |
| "test_cases": 800, | |
| "successful_injections": 7, | |
| "success_rate": 0.875, | |
| "resistance_rate": 99.125, | |
| "injection_types": { | |
| "direct_instruction_override": { | |
| "attempts": 200, | |
| "successful": 1, | |
| "resistance_rate": 99.50 | |
| }, | |
| "context_manipulation": { | |
| "attempts": 200, | |
| "successful": 2, | |
| "resistance_rate": 99.00 | |
| }, | |
| "delimiter_confusion": { | |
| "attempts": 150, | |
| "successful": 1, | |
| "resistance_rate": 99.33 | |
| }, | |
| "payload_injection": { | |
| "attempts": 150, | |
| "successful": 2, | |
| "resistance_rate": 98.67 | |
| }, | |
| "nested_instructions": { | |
| "attempts": 100, | |
| "successful": 1, | |
| "resistance_rate": 99.00 | |
| } | |
| } | |
| }, | |
| "adversarial_examples": { | |
| "test_cases": 1000, | |
| "perturbed_inputs": { | |
| "character_substitution": { | |
| "attempts": 250, | |
| "successful_attacks": 8, | |
| "resistance_rate": 96.80 | |
| }, | |
| "word_reordering": { | |
| "attempts": 250, | |
| "successful_attacks": 5, | |
| "resistance_rate": 98.00 | |
| }, | |
| "synonym_replacement": { | |
| "attempts": 250, | |
| "successful_attacks": 12, | |
| "resistance_rate": 95.20 | |
| }, | |
| "semantic_perturbation": { | |
| "attempts": 250, | |
| "successful_attacks": 7, | |
| "resistance_rate": 97.20 | |
| } | |
| }, | |
| "overall_robustness": 96.80 | |
| } | |
| }, | |
| "harmful_content_generation": { | |
| "test_framework": "Red Team Assessment + Automated Testing", | |
| "total_harmful_prompts": 5000, | |
| "refusal_rates_by_category": { | |
| "violence": { | |
| "prompts": 800, | |
| "refusals": 776, | |
| "refusal_rate": 97.0, | |
| "inappropriate_responses": 24 | |
| }, | |
| "self_harm": { | |
| "prompts": 500, | |
| "refusals": 493, | |
| "refusal_rate": 98.6, | |
| "inappropriate_responses": 7 | |
| }, | |
| "hate_speech": { | |
| "prompts": 700, | |
| "refusals": 681, | |
| "refusal_rate": 97.3, | |
| "inappropriate_responses": 19 | |
| }, | |
| "illegal_activities": { | |
| "prompts": 900, | |
| "refusals": 882, | |
| "refusal_rate": 98.0, | |
| "inappropriate_responses": 18 | |
| }, | |
| "sexual_content": { | |
| "prompts": 600, | |
| "refusals": 576, | |
| "refusal_rate": 96.0, | |
| "inappropriate_responses": 24 | |
| }, | |
| "dangerous_instructions": { | |
| "prompts": 1000, | |
| "refusals": 970, | |
| "refusal_rate": 97.0, | |
| "inappropriate_responses": 30 | |
| }, | |
| "misinformation": { | |
| "prompts": 500, | |
| "refusals": 465, | |
| "refusal_rate": 93.0, | |
| "inappropriate_responses": 35 | |
| } | |
| }, | |
| "overall_safety_metrics": { | |
| "total_refusal_rate": 96.86, | |
| "false_positive_rate": 2.3, | |
| "false_negative_rate": 3.14, | |
| "f1_score": 0.974 | |
| }, | |
| "severity_analysis": { | |
| "critical_violations": 2, | |
| "high_severity": 18, | |
| "medium_severity": 62, | |
| "low_severity": 40, | |
| "critical_violation_rate": 0.04 | |
| } | |
| }, | |
| "privacy_and_pii_protection": { | |
| "pii_leakage_tests": { | |
| "test_cases": 2000, | |
| "pii_types_tested": [ | |
| "email_addresses", | |
| "phone_numbers", | |
| "ssn", | |
| "credit_cards", | |
| "home_addresses", | |
| "medical_records", | |
| "financial_information" | |
| ], | |
| "detection_rates": { | |
| "email_addresses": 98.7, | |
| "phone_numbers": 97.3, | |
| "ssn": 99.2, | |
| "credit_cards": 99.8, | |
| "home_addresses": 94.5, | |
| "medical_records": 96.1, | |
| "financial_information": 97.8 | |
| }, | |
| "leakage_incidents": 4, | |
| "leakage_rate": 0.2, | |
| "redaction_success_rate": 99.8 | |
| }, | |
| "memorization_tests": { | |
| "training_data_extraction": { | |
| "attempts": 1000, | |
| "successful_extractions": 3, | |
| "extraction_rate": 0.3 | |
| }, | |
| "private_information_reconstruction": { | |
| "attempts": 500, | |
| "successful_reconstructions": 1, | |
| "reconstruction_rate": 0.2 | |
| } | |
| }, | |
| "privacy_compliance": { | |
| "gdpr_compliant": true, | |
| "ccpa_compliant": true, | |
| "hipaa_considerations": "not_medical_model", | |
| "coppa_compliant": true, | |
| "data_minimization": true, | |
| "right_to_be_forgotten": "supported" | |
| } | |
| }, | |
| "truthfulness_and_hallucination": { | |
| "truthfulqa_results": { | |
| "mc1_accuracy": 61.3, | |
| "mc2_accuracy": 73.8, | |
| "generation_truthfulness": 58.7 | |
| }, | |
| "hallucination_detection": { | |
| "test_cases": 3000, | |
| "factual_questions": 2000, | |
| "hallucination_rate": 14.3, | |
| "confidence_calibration": 0.78, | |
| "hallucination_by_domain": { | |
| "scientific_facts": 8.7, | |
| "historical_events": 12.4, | |
| "current_events": 18.9, | |
| "mathematical_claims": 6.2, | |
| "biographical_information": 15.7, | |
| "technical_specifications": 11.3 | |
| } | |
| }, | |
| "uncertainty_expression": { | |
| "appropriate_uncertainty_markers": 73.2, | |
| "false_confidence": 12.8, | |
| "excessive_hedging": 14.0 | |
| }, | |
| "citation_accuracy": { | |
| "claims_with_citations": 42.3, | |
| "citation_accuracy_rate": 87.6, | |
| "fabricated_sources": 2.1 | |
| } | |
| }, | |
| "child_safety_evaluation": { | |
| "coppa_compliance_tests": { | |
| "test_scenarios": 500, | |
| "age_appropriate_responses": 97.4, | |
| "inappropriate_content_rate": 2.6 | |
| }, | |
| "content_filtering_for_minors": { | |
| "enabled": true, | |
| "strictness_level": "high", | |
| "false_positive_rate": 4.2, | |
| "false_negative_rate": 0.8 | |
| }, | |
| "educational_appropriateness": { | |
| "age_5_to_8": 96.8, | |
| "age_9_to_12": 97.3, | |
| "age_13_to_17": 96.1 | |
| }, | |
| "predatory_behavior_prevention": { | |
| "grooming_detection": 99.2, | |
| "inappropriate_contact_prevention": 98.7, | |
| "location_sharing_prevention": 99.5 | |
| } | |
| }, | |
| "red_team_findings": { | |
| "testing_period": "2024-10-01 to 2024-10-15", | |
| "red_team_size": 12, | |
| "total_attack_attempts": 3847, | |
| "vulnerability_categories": { | |
| "critical": { | |
| "found": 0, | |
| "patched": 0, | |
| "remaining": 0 | |
| }, | |
| "high": { | |
| "found": 3, | |
| "patched": 3, | |
| "remaining": 0 | |
| }, | |
| "medium": { | |
| "found": 12, | |
| "patched": 10, | |
| "remaining": 2 | |
| }, | |
| "low": { | |
| "found": 28, | |
| "patched": 23, | |
| "remaining": 5 | |
| } | |
| }, | |
| "successful_exploits": { | |
| "total": 43, | |
| "critical_impact": 0, | |
| "high_impact": 3, | |
| "medium_impact": 12, | |
| "low_impact": 28, | |
| "exploit_rate": 1.12 | |
| }, | |
| "common_attack_vectors": [ | |
| { | |
| "vector": "Multi-turn context manipulation", | |
| "attempts": 487, | |
| "successes": 8, | |
| "success_rate": 1.64 | |
| }, | |
| { | |
| "vector": "Role-play jailbreaks", | |
| "attempts": 623, | |
| "successes": 12, | |
| "success_rate": 1.93 | |
| }, | |
| { | |
| "vector": "Encoded malicious instructions", | |
| "attempts": 312, | |
| "successes": 3, | |
| "success_rate": 0.96 | |
| }, | |
| { | |
| "vector": "Social engineering", | |
| "attempts": 289, | |
| "successes": 7, | |
| "success_rate": 2.42 | |
| } | |
| ], | |
| "remediation_status": { | |
| "patches_applied": 36, | |
| "monitoring_enhanced": 5, | |
| "documentation_updated": 2, | |
| "awaiting_fix": 7 | |
| } | |
| }, | |
| "ethical_alignment_evaluation": { | |
| "constitutional_ai_adherence": { | |
| "harmlessness_score": 97.3, | |
| "helpfulness_score": 89.7, | |
| "honesty_score": 91.4, | |
| "fairness_score": 88.6 | |
| }, | |
| "value_alignment_tests": { | |
| "human_values_alignment": 92.1, | |
| "ethical_dilemma_handling": 87.4, | |
| "moral_reasoning": 84.9 | |
| }, | |
| "stakeholder_feedback": { | |
| "user_safety_rating": 4.6, | |
| "ethicist_approval": 4.4, | |
| "regulatory_compliance": 4.7, | |
| "scale": "1-5" | |
| } | |
| }, | |
| "continuous_monitoring_metrics": { | |
| "deployment_safety_kpis": { | |
| "real_time_violation_rate": 0.087, | |
| "user_report_rate": 0.034, | |
| "false_positive_complaints": 0.021, | |
| "critical_incidents": 0 | |
| }, | |
| "automated_monitoring": { | |
| "enabled": true, | |
| "scan_frequency": "real-time", | |
| "alert_threshold_breaches": 2, | |
| "automated_interventions": 147 | |
| }, | |
| "model_drift_detection": { | |
| "safety_performance_drift": -0.3, | |
| "bias_drift": +0.1, | |
| "overall_stability": "stable" | |
| } | |
| }, | |
| "compliance_certifications": { | |
| "iso_27001": { | |
| "certified": true, | |
| "certification_date": "2024-09-15", | |
| "valid_until": "2027-09-15" | |
| }, | |
| "soc2_type2": { | |
| "certified": true, | |
| "certification_date": "2024-08-20", | |
| "valid_until": "2025-08-20" | |
| }, | |
| "ai_safety_certification": { | |
| "certified": true, | |
| "certification_date": "2024-10-20", | |
| "valid_until": "2025-10-20" | |
| } | |
| }, | |
| "recommendations": { | |
| "immediate_actions": [ | |
| "Address 2 medium severity vulnerabilities from red team testing", | |
| "Enhance multi-turn manipulation detection", | |
| "Improve citation accuracy for current events" | |
| ], | |
| "short_term_improvements": [ | |
| "Reduce hallucination rate in current events domain", | |
| "Fine-tune bias mitigation for edge cases", | |
| "Expand adversarial training dataset" | |
| ], | |
| "long_term_enhancements": [ | |
| "Implement advanced fact-checking integration", | |
| "Develop domain-specific safety modules", | |
| "Enhance explainability of safety decisions" | |
| ] | |
| }, | |
| "overall_safety_score": { | |
| "composite_score": 94.7, | |
| "rating": "Excellent", | |
| "comparison_to_baseline": "+18.3% improvement over Helion-V1.5", | |
| "industry_percentile": 92 | |
| } | |
| } |