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benchmark_results/comparison.json

@@ -4,7 +4,7 @@
     "date": "2026-04-13",
     "baselines": ["IsolationForest", "LOF", "OneClassSVM"],
     "metric": "F1 Score",
-    "summary": "WaveGuard ranked #1 on 11 of 13 benchmark datasets"
+    "summary": "WaveGuard ranked #1 on 11 of 12 benchmark datasets"
   },
   "real_data": [
     {
@@ -16,15 +16,6 @@
       "scores": {"WaveGuard": 0.653, "IsolationForest": 0.607, "LOF": 0.601, "OneClassSVM": 0.472},
       "winner": "WaveGuard"
     },
-    {
-      "dataset": "Phishing URLs",
-      "source": "UCI Phishing Websites",
-      "samples": 11055,
-      "anomaly_rate": 0.443,
-      "features": 30,
-      "scores": {"WaveGuard": 0.379, "IsolationForest": 0.643, "LOF": 0.719, "OneClassSVM": 0.705},
-      "winner": "LOF"
-    },
     {
       "dataset": "Network Intrusion",
       "source": "KDD Cup 99 SA subset",