Research map / Graph learning / Knowledge and temporal graphs
CASIE: Extracting Cybersecurity Event Information from Text
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| add linguistic features (1-5) (ablation) | nugget detector · CASIE CV | F1: 62.88 -> 69.63 | Helped |
| add all argument features (1-4,6-11) (ablation) | argument detector · CASIE CV | F1: 50.20 -> 68.73 | Helped |
| add features 7-11 on top of 1-4,6 (ablation) | argument detector · CASIE CV | F1: 55.82 -> 68.73 | Helped |
| pre-built BERT embeddings vs Domain Word2vec (ablation) | nugget detector · CASIE test | F1: 77.24 -> 79.94 | No clear effect |
| pre-built BERT embeddings vs Domain Word2vec (ablation) | argument detector · CASIE test | F1: 70.50 -> 74.76 | Helped |
| transfer Word2vec embeddings (ablation) | nugget detector · CASIE test | F1 | No clear effect |
| specify event type when linking roles (ablation) | role linking · CASIE | linking score: 0.09 -> 0.75 | Helped |
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