Phishing Detection

Benchmarks

Dataset Name	SOTA Method	Metric
phishllm-dataset set 2 (test)		Accuracy87.5	13	3mo ago
HTML-based PI (test)	InjectDefuser	ASR0.3	12	3mo ago
Infrastructure Phishing infra_aware		Infra Recall98.6	11	2mo ago
DynaPD	URLTran	Accuracy97.23	9	1mo ago
TR-OP	URLTran	Accuracy98.14	9	1mo ago
Balanced 29,142-email corpus Clean detection	PhishSigma++	F1-score96.75	7	21d ago
SocPhish	MPA	Accuracy96.57	5	1mo ago
Phishing URL dataset (test)	Our Ensemble	Accuracy99.819	5	3mo ago
JPCERT/CC Content-Inaccessible (85 campaigns)	PhishLumos	Precision98.8	4	1d ago
JPCERT/CC Content-Accessible (18 campaigns)	PhishLumos	Precision94.7	4	1d ago
Pooled Email Dataset (Nigerian, Nazario, Enron, SpamAssassin, and TREC-07)	MultiPhishGuard	Recall99.8	4	8d ago
UCI, OpenPhish, EvilGinx, and GenAI Average (test)		Accuracy99.78	4	15d ago
ETH Phishing	ExSTraQt	Minority Class F1 Score67.03	4	1mo ago
Mendeley and TR-OP averaged	PhishDebate	Precision90.57	3	2mo ago
Mixed dataset		Accuracy96.66	2	1d ago
Large URL corpus (PhishHaven)		Accuracy99.35	2	1d ago
DataPhish 2025 (test)	RAG	Precision98.2	2	1mo ago
Nazario SpamAssassin (test)	RAG	Precision99.5	2	1mo ago
PhishLLM field-study		Revealed Count1,029	2	3mo ago
DynaPhish field-study	SpecularNet	Count Revealed1,350	2	3mo ago
235,795 URLs Proposed	Hybrid MLP + Blacklist	Accuracy99.24	1	1d ago
URL + webpage		Accuracy98	1	1d ago
Benchmark sets		Accuracy85	1	1d ago
PhishSnap (test)	PhishSnap	Precision76	1	3mo ago

Showing 24 of 24 rows