Dependency Parsing on Penn Treebank

Metric: POS (higher is better)

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#	Model↕	POS▼	Extra Data	Paper	Date↕	Code
1	jPTDP	97.97	No	An improved neural network model for joint POS t...	2018-07-11	Code
2	Andor et al.	97.44	No	Globally Normalized Transition-Based Neural Netw...	2016-03-19	Code
3	Distilled neural FOG	97.44	No	Distilling an Ensemble of Greedy Dependency Pars...	2016-09-24	Code
4	BIST transition-based parser	97.44	No	Simple and Accurate Dependency Parsing Using Bid...	2016-03-14	Code
5	Label Attention Layer + HPSG + XLNet	97.3	No	Rethinking Self-Attention: Towards Interpretabil...	2019-11-10	Code
6	HPSG Parser (Joint) + XLNet	97.3	No	Head-Driven Phrase Structure Grammar Parsing on ...	2019-07-05	Code
7	Graph-based parser with GNNs	97.3	No	-	-	Code
8	Stack-Pointer Network	97.3	No	Stack-Pointer Networks for Dependency Parsing	2018-05-03	Code
9	Weiss et al.	97.3	No	Structured Training for Neural Network Transitio...	2015-06-19	-
10	Arc-hybrid	97.3	No	Training with Exploration Improves a Greedy Stac...	2016-03-11	-
11	BIST graph-based parser	97.3	No	Simple and Accurate Dependency Parsing Using Bid...	2016-03-14	Code

#1jPTDPSOTA
97.97
POS· 2018-07-11
An improved neural network model for joint POS tagging and dependency parsing Code
#2Andor et al.
97.44
POS· 2016-03-19
Globally Normalized Transition-Based Neural Networks Code
#3Distilled neural FOG
97.44
POS· 2016-09-24
Distilling an Ensemble of Greedy Dependency Parsers into One MST Parser Code
#4BIST transition-based parserSOTA
97.44
POS· 2016-03-14
Simple and Accurate Dependency Parsing Using Bidirectional LSTM Feature Representations Code
#5Label Attention Layer + HPSG + XLNet
97.3
POS· 2019-11-10
Rethinking Self-Attention: Towards Interpretability in Neural Parsing Code
#6HPSG Parser (Joint) + XLNet
97.3
POS· 2019-07-05
Head-Driven Phrase Structure Grammar Parsing on Penn Treebank Code
#7Graph-based parser with GNNs
97.3
POS
No paperCode
#8Stack-Pointer Network
97.3
POS· 2018-05-03
Stack-Pointer Networks for Dependency Parsing Code
#9Weiss et al.SOTA
97.3
POS· 2015-06-19
Structured Training for Neural Network Transition-Based Parsing
#10Arc-hybrid
97.3
POS· 2016-03-11
Training with Exploration Improves a Greedy Stack-LSTM Parser
#11BIST graph-based parser
97.3
POS· 2016-03-14
Simple and Accurate Dependency Parsing Using Bidirectional LSTM Feature Representations Code