Contextual String Embeddings for Sequence Labeling

COLING 2018 Alan AkbikDuncan BlytheRoland Vollgraf

Evaluation results from the paper


Task Dataset Model Metric name Metric value Global rank Compare
Named Entity Recognition (NER) CoNLL 2003 (English) Flair embeddings F1 93.09 # 2
Named Entity Recognition (NER) Long-tail emerging entities Flair embeddings F1 50.20 # 1
Named Entity Recognition (NER) Ontonotes v5 (English) Flair embeddings F1 89.3 # 1
Part-Of-Speech Tagging Penn Treebank Flair embeddings Accuracy 97.85 # 2
Chunking Penn Treebank Flair embeddings F1 score 96.72 # 1