Crosslingual Document Classification on RCV1 RCV2 DE -> EN (1,000 documents subset, test)
84.4AccuracyBinclusion
Evaluation results
| Method | Links | |
|---|---|---|
| BinclusionTraining Data=Euro500kReuters2014.12 | 84.4 | |
| Binclusion (reduced vocabulary)Training Data=Euro500kReuters2014.12 | 82.8 | |
| Binclusion (Bi)Training Data=EuroFullReuters2014.12 | 80.1 | |
| BinclusionTraining Data=EuroFullReuters2014.12 | 79.5 | |
| BI+Embedding dimension=1282014.04 | 79.2 | |
| BIEmbedding dimension=1282014.04 | 79 | |
| ADD+Embedding dimension=1282014.04 | 77.5 | |
| ADD+Embedding dimension=402014.04 | 76.9 | |
| BAE-crTraining Data=Euro500kReuters2014.12 | 76.7 | |
| BinclusionTraining Data=Euro500k2014.12 | 76.7 | |
| BinclusionTraining Data=EuroFull2014.12 | 75.7 | |
| BiLBOWATraining Data=Euro500k2014.12 | 75 | |
| ADDEmbedding dimension=1282014.04 | 74.7 | |
| BI+Embedding dimension=402014.04 | 74.3 | |
| BAE-crTraining Data=EuroFullReuters2014.12 | 74.2 | |
| ADDTraining Data=Euro500k2014.12 | 71.4 | |
| ADDEmbedding dimension=402014.04 | 71.4 | |
| I-MatrixTraining Data=EuroFullReuters2014.12 | 71.1 | |
| I-Matrix2014.04 | 71.1 | |
| BIEmbedding dimension=402014.04 | 69.2 | |
| BAE-crTraining Data=Euro500k2014.12 | 68.8 | |
| Glossed2014.12 | 68.6 | |
| Glossed2014.04 | 68.6 | |
| Machine Translation2014.12 | 67.4 | |
| MT2014.04 | 67.4 | |
| Majority Class2014.12 | 46.8 | |
| Majority Class2014.04 | 46.8 |