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ResearchFormerly WizWand

Named Entity Recognition on English-to-German en-de

65.24F1 ScoreCross-Augmented
39.406446.113252.8259.5268Nov 22, 2019
Updated 8mo ago

Evaluation results

MethodLinks
Cross-AugmentedCross-lingual Resource Setting=Our method, Method Description=adaptation to tgt lang, Word Embeddings=fasttext/MUSE2019.1165.24
Mayhew, Tsai, and RothCross-lingual Resource Setting=with cross-lingual resources, Method Description=Cheap Translation, multi-lingual2019.1159.11
Rahimi, Li, and CohnCross-lingual Resource Setting=without cross-lingual resources, Method Description=Ranking and Retraining, Word Embeddings=fasttext/MUSE2019.1159.1
Cross-SharedCross-lingual Resource Setting=Our method, Method Description=Common space proj (tgt-> src), Word Embeddings=fasttext/MUSE2019.1158.91
Ni, Dinu, and FlorianCross-lingual Resource Setting=with cross-lingual resources, Method Description=parallel corpus, dict, Word Embeddings=polyglot emb.2019.1158.5
Xie et al.Cross-lingual Resource Setting=without cross-lingual resources, Method Description=Translate (train on translated src), Word Embeddings=fasttext/MUSE, glove2019.1156.9
Chen et al.Cross-lingual Resource Setting=without cross-lingual resources, Method Description=MAN-MoE+CharCNN, multi-lingual, Word Embeddings=fasttext/MUSE2019.1156.7
Chen et al.Cross-lingual Resource Setting=without cross-lingual resources, Method Description=MAN-MoE+CharCNN, multi-lingual, Word Embeddings=fasttext/UMWE2019.1156
Tsai, Mayhew, and RothCross-lingual Resource Setting=with cross-lingual resources, Method Description=Feature based methods2019.1155.8
Mayhew, Tsai, and RothCross-lingual Resource Setting=with cross-lingual resources, Method Description=Cheap Translation, english-only2019.1150.96
Nothman et al.Cross-lingual Resource Setting=with cross-lingual resources, Method Description=Word cluster features2019.1148.1
Tackstrom et al.Cross-lingual Resource Setting=with cross-lingual resources, Method Description=Wiki article induction, parallel corpus2019.1140.4