Phishing Detection

Benchmarks

Dataset Name	SOTA Method	Metric
phishllm-dataset set 2 (test)		Accuracy87.5	13	4mo ago
HTML-based PI (test)	InjectDefuser	ASR0.3	12	4mo ago
Infrastructure Phishing infra_aware		Infra Recall98.6	11	4mo ago
DynaPD	URLTran	Accuracy97.23	9	3mo ago
TR-OP	URLTran	Accuracy98.14	9	3mo ago
Balanced 29,142-email corpus Clean detection	PhishSigma++	F1-score96.75	7	2mo ago
SocPhish	MPA	Accuracy96.57	5	3mo ago
Phishing URL dataset (test)	Our Ensemble	Accuracy99.819	5	4mo ago
JPCERT/CC Content-Inaccessible (85 campaigns)	PhishLumos	Precision98.8	4	1mo ago
JPCERT/CC Content-Accessible (18 campaigns)	PhishLumos	Precision94.7	4	1mo ago
Pooled Email Dataset (Nigerian, Nazario, Enron, SpamAssassin, and TREC-07)	MultiPhishGuard	Recall99.8	4	2mo ago
UCI, OpenPhish, EvilGinx, and GenAI Average (test)		Accuracy99.78	4	2mo ago
ETH Phishing	ExSTraQt	Minority Class F1 Score67.03	4	3mo ago
Mendeley and TR-OP averaged	PhishDebate	Precision90.57	3	4mo ago
Mixed dataset		Accuracy96.66	2	1mo ago
Large URL corpus (PhishHaven)		Accuracy99.35	2	1mo ago
DataPhish 2025 (test)	RAG	Precision98.2	2	2mo ago
Nazario SpamAssassin (test)	RAG	Precision99.5	2	2mo ago
PhishLLM field-study		Revealed Count1,029	2	4mo ago
DynaPhish field-study	SpecularNet	Count Revealed1,350	2	4mo ago
235,795 URLs Proposed	Hybrid MLP + Blacklist	Accuracy99.24	1	1mo ago
URL + webpage		Accuracy98	1	1mo ago
Benchmark sets		Accuracy85	1	1mo ago
PhishSnap (test)	PhishSnap	Precision76	1	4mo ago

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