Named Entity Recognition on English-to-German en-de
65.24F1 ScoreCross-Augmented
Evaluation Results
| Method | Links | |
|---|---|---|
| Cross-AugmentedCross-lingual Resource Setting=Our method, Method Description=adaptation to tgt lang, Word Embeddings=fasttext/MUSE2019.11 | 65.24 | |
| Mayhew, Tsai, and RothCross-lingual Resource Setting=with cross-lingual resources, Method Description=Cheap Translation, multi-lingual2019.11 | 59.11 | |
| Rahimi, Li, and CohnCross-lingual Resource Setting=without cross-lingual resources, Method Description=Ranking and Retraining, Word Embeddings=fasttext/MUSE2019.11 | 59.1 | |
| Cross-SharedCross-lingual Resource Setting=Our method, Method Description=Common space proj (tgt-> src), Word Embeddings=fasttext/MUSE2019.11 | 58.91 | |
| Ni, Dinu, and FlorianCross-lingual Resource Setting=with cross-lingual resources, Method Description=parallel corpus, dict, Word Embeddings=polyglot emb.2019.11 | 58.5 | |
| Xie et al.Cross-lingual Resource Setting=without cross-lingual resources, Method Description=Translate (train on translated src), Word Embeddings=fasttext/MUSE, glove2019.11 | 56.9 | |
| Chen et al.Cross-lingual Resource Setting=without cross-lingual resources, Method Description=MAN-MoE+CharCNN, multi-lingual, Word Embeddings=fasttext/MUSE2019.11 | 56.7 | |
| Chen et al.Cross-lingual Resource Setting=without cross-lingual resources, Method Description=MAN-MoE+CharCNN, multi-lingual, Word Embeddings=fasttext/UMWE2019.11 | 56 | |
| Tsai, Mayhew, and RothCross-lingual Resource Setting=with cross-lingual resources, Method Description=Feature based methods2019.11 | 55.8 | |
| Mayhew, Tsai, and RothCross-lingual Resource Setting=with cross-lingual resources, Method Description=Cheap Translation, english-only2019.11 | 50.96 | |
| Nothman et al.Cross-lingual Resource Setting=with cross-lingual resources, Method Description=Word cluster features2019.11 | 48.1 | |
| Tackstrom et al.Cross-lingual Resource Setting=with cross-lingual resources, Method Description=Wiki article induction, parallel corpus2019.11 | 40.4 |