Grammar as a Foreign Language

NeurIPS 2015 Oriol VinyalsLukasz KaiserTerry KooSlav PetrovIlya SutskeverGeoffrey Hinton

Syntactic constituency parsing is a fundamental problem in natural language processing and has been the subject of intensive research and engineering for decades. As a result, the most accurate parsers are domain specific, complex, and inefficient... (read more)

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Evaluation results from the paper

Task Dataset Model Metric name Metric value Global rank Compare
Constituency Parsing Penn Treebank Semi-supervised LSTM F1 score 92.1 # 10