Amr Parsing On Ldc2017T10

评估指标

Smatch

评测结果

各个模型在此基准测试上的表现结果

		Paper Title	Repository
StructBART + MBSE (IBM)	86.7	Maximum Bayes Smatch Ensemble Distillation for AMR Parsing
Graphene Smatch (IBM)	86.26	Ensembling Graph Predictions for AMR Parsing
LeakDistill	86.1	Incorporating Graph Information in Transformer-based AMR Parsing
StructBART + MBSE (IBM)	85.9	Maximum Bayes Smatch Ensemble Distillation for AMR Parsing
Graphene Support (IBM)	85.85	Ensembling Graph Predictions for AMR Parsing
AMRBART large	85.4	Graph Pre-training for AMR Parsing and Generation
ATP-SRL (Ensemble)	85.3	ATP: AMRize Then Parse! Enhancing AMR Parsing with PseudoAMRs
ATP-SRL	85.2	ATP: AMRize Then Parse! Enhancing AMR Parsing with PseudoAMRs
LeakDistill (base)	84.7	Incorporating Graph Information in Transformer-based AMR Parsing
StructBART-J (IBM)	84.7	Structure-aware Fine-tuning of Sequence-to-sequence Transformers for Transition-based AMR Parsing
BiBL+Silver	84.7	BiBL: AMR Parsing and Generation with Bidirectional Bayesian Learning	-
BiBL	84.6	BiBL: AMR Parsing and Generation with Bidirectional Bayesian Learning	-
SPRING	84.3	One SPRING to Rule Them Both: Symmetric AMR Semantic Parsing and Generation without a Complex Pipeline	-
APT base (IBM)	82.6	AMR Parsing with Action-Pointer Transformer
Xu, et al.	81.4	Improving AMR Parsing with Sequence-to-Sequence Pre-training
stack-Transformer + self-learning (IBM)	81.3	Pushing the Limits of AMR Parsing with Self-Learning
Cai and Lam	80.2	AMR Parsing via Graph-Sequence Iterative Inference
ND+AD+LV	80	Levi Graph AMR Parser using Heterogeneous Attention
stack-Transformer (IBM)	79.0	Transition-based Parsing with Stack-Transformers
Zhang et al.	77.0	Broad-Coverage Semantic Parsing as Transduction	-

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