Cyber Threat Intelligence Named Entity Recognition on DNRTI (test)
94PrecisionSecureBERT+-BiGRU-CRF
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| SecureBERT+-BiGRU-CRF2026.05 | 94 | — | — | 95 | 94 | |
| SecureBERT-BiGRU-CRF2026.05 | 93 | — | — | 94 | 93 | |
| SecureBERT-BiLSTM-CRF2026.05 | 92 | — | — | 91 | 91 | |
| SecureBERT-BiLSTM-TDD+Att2026.05 | 90 | — | — | 91 | 90 | |
| RoBERTa-BiGRU-CRF2026.05 | 89 | — | — | 90 | 89 | |
| RoBERTa-BiLSTM-TDD+Att2026.05 | 86 | — | — | 88 | 87 | |
| BERT-BiGRU-CRF2026.05 | 85 | — | — | 85 | 85 | |
| BERT-BiLSTM-CRF2026.05 | 82 | — | — | 84 | 83 | |
| RoBERTa2026.05 | 81 | — | — | 85 | 83 | |
| BiLSTM-CRF2026.05 | 67 | — | — | 72 | 71 | |
| ACLMLearning Paradigm=Fine-tuning2025.12 | — | 83.37 | 82.77 | — | — | |
| CTINEXUS*Learning Paradigm=Fine-tuning2025.12 | — | 47.62 | 53.5 | — | — | |
| LADDER*Learning Paradigm=Fine-tuning2025.12 | — | 78.54 | 78.38 | — | — | |
| OneKELearning Paradigm=LLM ICL2025.12 | — | 21.57 | 33.22 | — | — | |
| TTPromptLearning Paradigm=LLM ICL2025.12 | — | 48.17 | 61.62 | — | — |