Constituency Grammar Induction On Ptb

评估指标

Max F1 (WSJ)

评测结果

各个模型在此基准测试上的表现结果

模型名称	Max F1 (WSJ)	Paper Title	Repository
PRPN	38.1	Neural Language Modeling by Jointly Learning Syntax and Lexicon	-
Ensemble (Selective MBR)	-	Ensemble Distillation for Unsupervised Constituency Parsing	-
ReCAT	-	Augmenting Transformers with Recursively Composed Multi-grained Representations	-
ON-LSTM	49.4	Ordered Neurons: Integrating Tree Structures into Recurrent Neural Networks	-
DIORA (+PP)	56.2	Unsupervised Latent Tree Induction with Deep Inside-Outside Recursive Auto-Encoders
Parse-Focused (NT=30)	68.4	Structural Optimization Ambiguity and Simplicity Bias in Unsupervised Neural Grammar Induction	-
Ensemble (Generative MBR)	71.9	Ensemble Distillation for Unsupervised Constituency Parsing	-
inside-outside co-training + weak supervision	66.8	Co-training an Unsupervised Constituency Parser with Weak Supervision	-
Compound PCFG	60.1	Compound Probabilistic Context-Free Grammars for Grammar Induction	-
TN-PCFG (p=500)	61.4	PCFGs Can Do Better: Inducing Probabilistic Context-Free Grammars with Many Symbols	-
ON-LSTM (tuned)	50.0	Ordered Neurons: Integrating Tree Structures into Recurrent Neural Networks	-
DIORA	49.6	Unsupervised Latent Tree Induction with Deep Inside-Outside Recursive Auto-Encoders
URNNG	52.4	Unsupervised Recurrent Neural Network Grammars	-
GPST(left to right parsing)	-	Generative Pretrained Structured Transformers: Unsupervised Syntactic Language Models at Scale	-
Neural PCFG	52.6	Compound Probabilistic Context-Free Grammars for Grammar Induction	-
Parse-Focused (NT=4500)	70.3	Structural Optimization Ambiguity and Simplicity Bias in Unsupervised Neural Grammar Induction	-
S-DIORA	63.96	Unsupervised Parsing with S-DIORA: Single Tree Encoding for Deep Inside-Outside Recursive Autoencoders	-
DP in rank space	-	Dynamic Programming in Rank Space: Scaling Structured Inference with Low-Rank HMMs and PCFGs	-
Hashing (Parserker 2)	64.1	On Eliciting Syntax from Language Models via Hashing	-
PRPN (tuned)	47.9	Neural Language Modeling by Jointly Learning Syntax and Lexicon	-

0 of 23 row(s) selected.