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Event Detection via Gated Multilingual Attention Mechanism
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Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| add monolingual context attention (ablation) | GMLATT-Mon · ACE 2005 | EC F1: 68.3 -> 70.4 | Helped |
| add multilingual aligned trigger information (ablation) | GMLATT-MonATT · ACE 2005 | EC F1: 70.4 -> 71.2 | Helped |
| use gated cross-lingual attention (STG2) instead of aligned trigger (ablation) | GMLATT · ACE 2005 | EC F1: 71.2 -> 72.4 | Helped |
| use gated combination STG2 instead of STG1 (ablation) | GMLATT · ACE 2005 | EC F1: 71.7 -> 72.4 | Helped |
| add entity embedding (ablation) | GMLATT-MonATT · ACE 2005 | EC F1: 68.4 -> 69.2 | Helped |
| add position embedding (ablation) | GMLATT-MonATT · ACE 2005 | EC F1: 68.4 -> 68.8 | Helped |
| GMLATT vs best prior method | event detection · ACE 2005 | trigger identification F1: 74.3 vs 74.1 | No clear effect |
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