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ResearchFormerly WizWand

Relation Extraction on DNRTI-AUG-STIX2 (test)

98PrecisionSecureBERT+-BiGRU-CRF
83.4487.229194.78May 15, 2026
Updated 5mo ago

Evaluation results

MethodLinks
SecureBERT+-BiGRU-CRFbatch size=16, dropout=0.3, epsilon=1e-8, initial learning rate=5e-5, hidden layer size=100 × 2, embedding size=768, number of epochs=4, optimizer=AdamW2026.05989797
SecureBERT+-BiGRU-TDDbatch size=16, dropout=0.3, epsilon=1e-8, initial learning rate=5e-5, hidden layer size=100 × 2, embedding size=768, number of epochs=4, optimizer=AdamW2026.05989898
SecureBERT-BiGRU-CRFbatch size=16, dropout=0.3, epsilon=1e-8, initial learning rate=5e-5, hidden layer size=100 × 2, embedding size=768, number of epochs=4, optimizer=AdamW2026.05979797
RobERTa-BiGRU-TDD2026.05959494
RobERTa-BiGRU-CRF2026.05949494
Glove-BiLSTM-TDD+Attbatch size=16, dropout=0.3, epsilon=1e-8, initial learning rate=5e-5, hidden layer size=100 × 2, embedding size=300, number of epochs=50, optimizer=AdamW2026.05919191
BERT-BiLSTM-TDD+Attbatch size=16, dropout=0.3, epsilon=1e-8, initial learning rate=5e-5, hidden layer size=100 × 2, embedding size=768, number of epochs=4, optimizer=AdamW2026.05908989
Glove-CNN-TDD+Attbatch size=16, dropout=0.3, epsilon=1e-8, initial learning rate=5e-5, embedding size=300, number of epochs=100, optimizer=AdamW, window=3, pos_dim=5, pos_dist=502026.05848484