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Log Anomaly Detection on BGL

97.4F1 Score

DeBERTa-v3

Updated 21d ago

Evaluation Results

Method	Links
DeBERTa-v3 2026.04		97.4	-	-	-
RoBERTa-base 2026.04		96.8	-	-	-
CLAD 2026.04		96.45	97.68	95.3	-
BERT-base 2026.04		96.1	-	-	-
CNN 2026.04		95.47	95.3	95.64	-
LogRobust 2026.04		93.73	92.61	94.89	-
LogMILP 2026.05		93.42	92.64	94.21	94.64
GPT-4 + SLCP (5-shot) 2026.04		91.5	-	-	-
Drain + RF 2026.04		91.2	-	-	-
Drain + RF (best) 2026.04		91.2	-	-	-
LogDeep(FL) 2026.04		91.18	96.88	86.11	-
GPT-4 (5-shot) 2026.04		89.3	-	-	-
Drain + LR 2026.04		88.7	-	-	-
GPT-4 + SLCP (zero) 2026.04		88.7	-	-	-
MIDLog 2026.05		88.3	94.94	82.54	97.52
Spell + SVM 2026.04		87.4	-	-	-
NeuralLog 2026.04		86.19	90.22	82.5	-
FlogTinyLLM 2026.04		86.09	92.68	80.57	-
GPT-4 (zero-shot) 2026.04		85.6	-	-	-
Federated LogBERT 2026.04		84.77	75.74	96.25	-
FlogTinyLLM 2026.04		82.6	96.66	75.69	-
LogBERT 2026.05		81.93	88.94	75.94	94.08
LLaMA-3 (zero-shot) 2026.04		81.3	-	-	-
FlogTinyLLM 2026.04		80.51	87.37	77.3	-
GPT-3.5 (zero-shot) 2026.04		79.1	-	-	-
FlogTinyLLM 2026.04		78.22	90.41	68.99	-
DeepLog 2026.05		76.43	70.04	84.09	92.33
Federated LogGPT 2026.04		75.62	92.11	74.82	-
LogAnomaly 2026.05		73.05	75.12	71.09	94.38
LogFormer 2026.05		71.19	70.85	71.54	92.16