Automated Concatenation of Embeddings for Structured Prediction

Benchmark Model Rank Results
aspect-extraction-on-semeval-2014-task-4-sub-1ACE#2Laptop (F1): 87.4Restaurant (F1): 92.0
chunking-on-conll-2000ACE#1Exact Span F1: 97.3
chunking-on-penn-treebankACE#1F1 score: 97.3
dependency-parsing-on-penn-treebankACE#3LAS: 95.8UAS: 97.2
named-entity-recognition-ner-on-conll-2003ACE + document-context#1F1: 94.6
named-entity-recognition-ner-on-conll-2003ACE#14F1: 93.64
named-entity-recognition-on-conll-2002ACE + document-context#1F1: 95.9
named-entity-recognition-on-conll-2002ACE#2F1: 91.7
named-entity-recognition-on-conll-2002-dutchACE + document-context#1F1: 95.7
named-entity-recognition-on-conll-2002-dutchACE#3F1: 94.6
named-entity-recognition-on-conll-2003-germanACE + document-context#1F1: 88.38
named-entity-recognition-on-conll-2003-germanACE#4F1: 87.0
named-entity-recognition-on-conll-2003-german-1ACE + document-context#2F1: 91.7
named-entity-recognition-on-conll-2003-german-1ACE#3F1: 90.5