Relation Extraction on ACE bc 2005 (test)
74.39PrecisionHybrid FCM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Hybrid FCMArchitecture=Hybrid compositional embedding model2015.11 | 74.39 | 55.35 | 63.48 | |
| VOTE-BIDIRECTSystem Type=Hybrid-Voting System2015.11 | 70.4 | 63.84 | 66.96 | |
| VOTE-BACKWARDSystem Type=Hybrid-Voting System2015.11 | 69.57 | 63.28 | 66.28 | |
| Log-LinearSystem Type=Separate System2015.11 | 68.44 | 50.07 | 57.83 | |
| FCMArchitecture=Feature-rich compositional embedding model2015.11 | 66.56 | 57.86 | 61.9 | |
| STACK-FORWARDSystem Type=Hybrid-Voting System2015.11 | 65.75 | 66.48 | 66.11 | |
| CNNSystem Type=Separate System2015.11 | 65.62 | 61.06 | 63.26 | |
| Baseline + FCMResource setting=low-resource, Entity types=Unknown2015.05 | 65.5 | 41.5 | 50.8 | |
| BIDIRECTSystem Type=Separate System2015.11 | 65.23 | 61.06 | 63.07 | |
| Baseline + HeadOnlyResource setting=low-resource, Entity types=Unknown2015.05 | 64.9 | 41.3 | 50.5 | |
| FCM only w/ BrownClusters=Brown, Resource setting=low-resource, Entity types=Unknown2015.05 | 64.6 | 40.2 | 49.6 | |
| FCM only w/ WordNetFeatures=WordNet super-sense tags, Resource setting=low-resource, Entity types=Unknown2015.05 | 64 | 43.2 | 51.6 | |
| FORWARDSystem Type=Separate System2015.11 | 63.64 | 59.39 | 61.44 | |
| BACKWARDSystem Type=Separate System2015.11 | 60.44 | 61.2 | 60.82 | |
| BaselineResource setting=low-resource, Entity types=None2015.05 | 59.4 | 30.9 | 40.6 | |
| Tree-kernel+Emb (Combination)Resource setting=low-resource, Entity types=Unknown2015.05 | 58.5 | 47.3 | 52.3 | |
| Tree-kernel+Emb (Single)Resource setting=low-resource, Entity types=Unknown2015.05 | 57.6 | 46.6 | 51.5 | |
| PM'13 (Combination)Resource setting=low-resource, Entity types=Unknown2015.05 | 55.3 | 43.1 | 48.5 | |
| PM'13 (Brown)Clusters=Brown, Resource setting=low-resource, Entity types=Unknown2015.05 | 54.4 | 43.4 | 48.3 | |
| PM'13 (LSA)Feature=LSA, Resource setting=low-resource, Entity types=Unknown2015.05 | 53.9 | 45.2 | 49.2 | |
| FCM onlyResource setting=low-resource, Entity types=None2015.05 | 53.7 | 43.7 | 48.2 | |
| Linear+EmbImplementation=Nguyen et al. (2015), Resource setting=low-resource, Entity types=Unknown2015.05 | 46.5 | 49.3 | 47.8 |