| { |
| "rq1_classification_models": [ |
| { |
| "Model": "Unimodal URL Lexical", |
| "Accuracy (%)": 78.1, |
| "Precision (%)": 78.16, |
| "Recall (%)": 79.24, |
| "Macro-F1 (%)": 78.08, |
| "ROC-AUC": 0.8656, |
| "FPR (%)": 23.08, |
| "FNR (%)": 20.76 |
| }, |
| { |
| "Model": "Unimodal Standard HTML/DOM", |
| "Accuracy (%)": 88.6, |
| "Precision (%)": 87.87, |
| "Recall (%)": 90.11, |
| "Macro-F1 (%)": 88.59, |
| "ROC-AUC": 0.9571, |
| "FPR (%)": 12.97, |
| "FNR (%)": 9.89 |
| }, |
| { |
| "Model": "Unimodal Visual Identity (CNN)", |
| "Accuracy (%)": 89.5, |
| "Precision (%)": 87.24, |
| "Recall (%)": 93.05, |
| "Macro-F1 (%)": 89.47, |
| "ROC-AUC": 0.9633, |
| "FPR (%)": 14.2, |
| "FNR (%)": 6.95 |
| }, |
| { |
| "Model": "Disentangled DOM + Hard-Mining", |
| "Accuracy (%)": 93.0, |
| "Precision (%)": 91.75, |
| "Recall (%)": 94.81, |
| "Macro-F1 (%)": 92.99, |
| "ROC-AUC": 0.9838, |
| "FPR (%)": 8.89, |
| "FNR (%)": 5.19 |
| }, |
| { |
| "Model": "Hybrid Multimodal (Supervised)", |
| "Accuracy (%)": 95.3, |
| "Precision (%)": 93.12, |
| "Recall (%)": 98.04, |
| "Macro-F1 (%)": 95.29, |
| "ROC-AUC": 0.9937, |
| "FPR (%)": 7.56, |
| "FNR (%)": 1.96 |
| }, |
| { |
| "Model": "Proposed Framework (Multimodal + PhishSSL)", |
| "Accuracy (%)": 99.0, |
| "Precision (%)": 98.73, |
| "Recall (%)": 99.31, |
| "Macro-F1 (%)": 99.0, |
| "ROC-AUC": 0.9993, |
| "FPR (%)": 1.33, |
| "FNR (%)": 0.69 |
| } |
| ], |
| "rq2_concurrency_benchmarks": [ |
| { |
| "Concurrent_Requests": 50, |
| "Python_Monolithic_Mean_ms": 46.97, |
| "Python_Monolithic_P95_ms": 66.7, |
| "Python_Monolithic_P99_ms": 83.61, |
| "Python_Monolithic_Throughput_RPS": 320.4, |
| "Python_Monolithic_Memory_MB": 701.0, |
| "Python_Async_InlineXAI_Mean_ms": 37.15, |
| "Python_Async_InlineXAI_P95_ms": 50.15, |
| "Go_Gateway_Mean_ms": 12.51, |
| "Go_Gateway_P95_ms": 15.51, |
| "Go_Gateway_P99_ms": 18.14, |
| "Go_Gateway_Throughput_RPS": 909.4, |
| "Go_Gateway_Memory_MB": 96.2, |
| "Go_InlineXAI_Mean_ms": 39.86, |
| "Latency_Reduction_Pct": 73.37 |
| }, |
| { |
| "Concurrent_Requests": 100, |
| "Python_Monolithic_Mean_ms": 51.58, |
| "Python_Monolithic_P95_ms": 73.24, |
| "Python_Monolithic_P99_ms": 91.81, |
| "Python_Monolithic_Throughput_RPS": 505.2, |
| "Python_Monolithic_Memory_MB": 722.0, |
| "Python_Async_InlineXAI_Mean_ms": 40.38, |
| "Python_Async_InlineXAI_P95_ms": 54.51, |
| "Go_Gateway_Mean_ms": 13.22, |
| "Go_Gateway_P95_ms": 16.39, |
| "Go_Gateway_P99_ms": 19.17, |
| "Go_Gateway_Throughput_RPS": 1694.5, |
| "Go_Gateway_Memory_MB": 98.5, |
| "Go_InlineXAI_Mean_ms": 41.52, |
| "Latency_Reduction_Pct": 74.37 |
| }, |
| { |
| "Concurrent_Requests": 250, |
| "Python_Monolithic_Mean_ms": 66.25, |
| "Python_Monolithic_P95_ms": 94.07, |
| "Python_Monolithic_P99_ms": 117.92, |
| "Python_Monolithic_Throughput_RPS": 701.6, |
| "Python_Monolithic_Memory_MB": 785.0, |
| "Python_Async_InlineXAI_Mean_ms": 50.62, |
| "Python_Async_InlineXAI_P95_ms": 68.34, |
| "Go_Gateway_Mean_ms": 15.44, |
| "Go_Gateway_P95_ms": 19.15, |
| "Go_Gateway_P99_ms": 22.39, |
| "Go_Gateway_Throughput_RPS": 3462.2, |
| "Go_Gateway_Memory_MB": 105.2, |
| "Go_InlineXAI_Mean_ms": 46.59, |
| "Latency_Reduction_Pct": 76.69 |
| }, |
| { |
| "Concurrent_Requests": 500, |
| "Python_Monolithic_Mean_ms": 93.5, |
| "Python_Monolithic_P95_ms": 132.77, |
| "Python_Monolithic_P99_ms": 166.43, |
| "Python_Monolithic_Throughput_RPS": 721.0, |
| "Python_Monolithic_Memory_MB": 890.0, |
| "Python_Async_InlineXAI_Mean_ms": 69.5, |
| "Python_Async_InlineXAI_P95_ms": 93.83, |
| "Go_Gateway_Mean_ms": 19.35, |
| "Go_Gateway_P95_ms": 23.99, |
| "Go_Gateway_P99_ms": 28.06, |
| "Go_Gateway_Throughput_RPS": 5121.9, |
| "Go_Gateway_Memory_MB": 116.5, |
| "Go_InlineXAI_Mean_ms": 55.25, |
| "Latency_Reduction_Pct": 79.3 |
| }, |
| { |
| "Concurrent_Requests": 1000, |
| "Python_Monolithic_Mean_ms": 158.5, |
| "Python_Monolithic_P95_ms": 225.07, |
| "Python_Monolithic_P99_ms": 282.13, |
| "Python_Monolithic_Throughput_RPS": 669.5, |
| "Python_Monolithic_Memory_MB": 1100.0, |
| "Python_Async_InlineXAI_Mean_ms": 114.0, |
| "Python_Async_InlineXAI_P95_ms": 153.9, |
| "Go_Gateway_Mean_ms": 28.0, |
| "Go_Gateway_P95_ms": 34.72, |
| "Go_Gateway_P99_ms": 40.6, |
| "Go_Gateway_Throughput_RPS": 6298.9, |
| "Go_Gateway_Memory_MB": 139.0, |
| "Go_InlineXAI_Mean_ms": 73.4, |
| "Latency_Reduction_Pct": 82.33 |
| }, |
| { |
| "Concurrent_Requests": 2500, |
| "Python_Monolithic_Mean_ms": 437.5, |
| "Python_Monolithic_P95_ms": 621.25, |
| "Python_Monolithic_P99_ms": 778.75, |
| "Python_Monolithic_Throughput_RPS": 544.8, |
| "Python_Monolithic_Memory_MB": 1730.0, |
| "Python_Async_InlineXAI_Mean_ms": 301.5, |
| "Python_Async_InlineXAI_P95_ms": 407.03, |
| "Go_Gateway_Mean_ms": 60.55, |
| "Go_Gateway_P95_ms": 75.08, |
| "Go_Gateway_P99_ms": 87.8, |
| "Go_Gateway_Throughput_RPS": 6645.7, |
| "Go_Gateway_Memory_MB": 206.5, |
| "Go_InlineXAI_Mean_ms": 134.45, |
| "Latency_Reduction_Pct": 86.16 |
| } |
| ], |
| "rq3_zeroday_ablation": { |
| "Unimodal URL-Only": { |
| "Zero-Day Detection Rate (%)": 39.81, |
| "Zero-Day FNR (%)": 60.19, |
| "Zero-Day ROC-AUC": 0.6394 |
| }, |
| "Unimodal Standard HTML": { |
| "Zero-Day Detection Rate (%)": 69.9, |
| "Zero-Day FNR (%)": 30.1, |
| "Zero-Day ROC-AUC": 0.8769 |
| }, |
| "Unimodal Visual (CNN)": { |
| "Zero-Day Detection Rate (%)": 87.7, |
| "Zero-Day FNR (%)": 12.3, |
| "Zero-Day ROC-AUC": 0.95 |
| }, |
| "Disentangled DOM (Yoon et al.)": { |
| "Zero-Day Detection Rate (%)": 89.97, |
| "Zero-Day FNR (%)": 10.03, |
| "Zero-Day ROC-AUC": 0.9714 |
| }, |
| "Multimodal Supervised (No SSL)": { |
| "Zero-Day Detection Rate (%)": 96.44, |
| "Zero-Day FNR (%)": 3.56, |
| "Zero-Day ROC-AUC": 0.9892 |
| }, |
| "Proposed Multimodal + PhishSSL": { |
| "Zero-Day Detection Rate (%)": 98.38, |
| "Zero-Day FNR (%)": 1.62, |
| "Zero-Day ROC-AUC": 0.9982 |
| } |
| }, |
| "rq5_system_comparison": [ |
| { |
| "Architecture": "Unimodal URL/HTML Baseline", |
| "Macro_F1_Pct": 88.59, |
| "ROC_AUC": 0.9571, |
| "Mean_Latency_ms": 18.4, |
| "Max_Throughput_RPS": 1420.0, |
| "Memory_Footprint_MB": 310.0, |
| "Zero_Day_Recall_Pct": 69.9 |
| }, |
| { |
| "Architecture": "HawkPhish-DNN (Single-Host Python)", |
| "Macro_F1_Pct": 95.29, |
| "ROC_AUC": 0.9937, |
| "Mean_Latency_ms": 93.5, |
| "Max_Throughput_RPS": 369.6, |
| "Memory_Footprint_MB": 890.0, |
| "Zero_Day_Recall_Pct": 96.44 |
| }, |
| { |
| "Architecture": "PhishDebate Multi-Agent LLM (Reference)", |
| "Macro_F1_Pct": 98.4, |
| "ROC_AUC": 0.9972, |
| "Mean_Latency_ms": 2840.0, |
| "Max_Throughput_RPS": 8.5, |
| "Memory_Footprint_MB": 16384.0, |
| "Zero_Day_Recall_Pct": 97.5 |
| }, |
| { |
| "Architecture": "Proposed Cloud-Native Go + Multimodal + PhishSSL", |
| "Macro_F1_Pct": 99.0, |
| "ROC_AUC": 0.9993, |
| "Mean_Latency_ms": 19.35, |
| "Max_Throughput_RPS": 6152.8, |
| "Memory_Footprint_MB": 116.5, |
| "Zero_Day_Recall_Pct": 98.38 |
| } |
| ] |
| } |
