SOTAVerified

AMR Parsing

Each AMR is a single rooted, directed graph. AMRs include PropBank semantic roles, within-sentence coreference, named entities and types, modality, negation, questions, quantities, and so on. See.

Papers

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Showing 51–100 of 117 papers

TitleStatusHype
AMR Parsing with Action-Pointer Transformer—0
The Role of Reentrancies in Abstract Meaning Representation ParsingCode0
JBNU at MRP 2020: AMR Parsing Using a Joint State Model for Graph-Sequence Iterative Inference—0
Semantically Inspired AMR Alignment for the Portuguese Language—0
XL-AMR: Enabling Cross-Lingual AMR Parsing with Transfer Learning TechniquesCode1
A Differentiable Relaxation of Graph Segmentation and Alignment for AMR Parsing—0
Pushing the Limits of AMR Parsing with Self-LearningCode0
Transition-based Parsing with Stack-TransformersCode0
Improving AMR Parsing with Sequence-to-Sequence Pre-trainingCode1
AMR Parsing with Latent Structural Information—0
Constructing Web-Accessible Semantic Role Labels and Frames for Japanese as Additions to the NPCMJ Parsed Corpus—0
AMR Parsing via Graph-Sequence Iterative InferenceCode1
Core Semantic First: A Top-down Approach for AMR ParsingCode0
Broad-Coverage Semantic Parsing as Transduction—0
Exploring Graph-Algebraic CCG Combinators for Syntactic-Semantic AMR Parsing—0
Rewarding Smatch: Transition-Based AMR Parsing with Reinforcement Learning—0
SemBleu: A Robust Metric for AMR Parsing EvaluationCode1
AMR Parsing as Sequence-to-Graph TransductionCode1
Automatic Accuracy Prediction for AMR Parsing—0
An Improved Approach for Semantic Graph Composition with CCG—0
An empirical evaluation of AMR parsing for legal documents—0
An AMR Aligner Tuned by Transition-based ParserCode0
Better Transition-Based AMR Parsing with a Refined Search Space—0
Sequence-to-sequence Models for Cache Transition SystemsCode0
Graph Algebraic Combinatory Categorial Grammar—0
A Structured Syntax-Semantics Interface for English-AMR AlignmentCode0
Abstract Meaning Representation for Paraphrase Detection—0
Transition-Based Chinese AMR Parsing—0
A Transition-based Algorithm for Unrestricted AMR ParsingCode0
AMR Parsing as Graph Prediction with Latent AlignmentCode0
World Knowledge for Abstract Meaning Representation Parsing—0
A Unified Framework for Structured Prediction: From Theory to Practice—0
Dealing with Co-reference in Neural Semantic ParsingCode0
Getting the Most out of AMR Parsing—0
SemEval-2017 Task 9: Abstract Meaning Representation Parsing and Generation—0
Oxford at SemEval-2017 Task 9: Neural AMR Parsing with Pointer-Augmented Attention—0
RIGOTRIO at SemEval-2017 Task 9: Combining Machine Learning and Grammar Engineering for AMR Parsing and Generation—0
AMR Parsing using Stack-LSTMs—0
Abstract Meaning Representation Parsing using LSTM Recurrent Neural NetworksCode0
Neural Semantic Parsing by Character-based Translation: Experiments with Abstract Meaning RepresentationsCode0
Neural AMR: Sequence-to-Sequence Models for Parsing and GenerationCode0
Robust Incremental Neural Semantic Graph ParsingCode0
Unsupervised AMR-Dependency Parse Alignment—0
Addressing the Data Sparsity Issue in Neural AMR Parsing—0
AMR Parsing with an Incremental Joint Model—0
Neural Shift-Reduce CCG Semantic Parsing—0
An Incremental Parser for Abstract Meaning RepresentationCode1
Noise reduction and targeted exploration in imitation learning for Abstract Meaning Representation parsing—0
Supervised Syntax-based Alignment between English Sentences and Abstract Meaning Representation Graphs—0
M2L at SemEval-2016 Task 8: AMR Parsing with Neural Networks—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1StructBART + MBSE (IBM)Smatch86.7—Unverified
2Graphene Smatch (IBM)Smatch86.26—Unverified
3LeakDistillSmatch86.1—Unverified
4StructBART + MBSE (IBM)Smatch85.9—Unverified
5Graphene Support (IBM)Smatch85.85—Unverified
6AMRBART largeSmatch85.4—Unverified
7ATP-SRL (Ensemble)Smatch85.3—Unverified
8ATP-SRLSmatch85.2—Unverified
9StructBART-J (IBM)Smatch84.7—Unverified
10BiBL+SilverSmatch84.7—Unverified
#ModelMetricClaimedVerifiedStatus
1APT (IBM)F1 Full78.5—Unverified
2stack-Transformer + self-learning (IBM)F1 Full78.2—Unverified
3AMR Parsing via Graph-Sequence Iterative InferenceF1 Full75.4—Unverified
4Broad-Coverage Semantic Parsing as TransductionF1 Full71.3—Unverified
5Two-stage Sequence-to-Graph TransducerF1 Full70.2—Unverified
6Imitation learningF1 Newswire70—Unverified
7Transition-based+improved aligner+ensembleF1 Full68.4—Unverified
8Improved CAMR F1 Full68.1—Unverified
9Transition-based transducerF1 Full66—Unverified
10Incremental joint model F1 Full66—Unverified
#ModelMetricClaimedVerifiedStatus
1Graphene Smatch (MBSE paper) (IBM)Smatch85.4—Unverified
2Graphene Smatch (IBM)Smatch84.87—Unverified
3LeakDistillSmatch84.6—Unverified
4Graphene Support (IBM)Smatch84.41—Unverified
5StructBART + MBSE (IBM)Smatch84.3—Unverified
6AMRBART largeSmatch84.2—Unverified
7ATP-SRLSmatch84—Unverified
8BiBLSmatch83.9—Unverified
9BiBL+SilverSmatch83.5—Unverified
10LeakDistill (base)Smatch83.5—Unverified
#ModelMetricClaimedVerifiedStatus
1Joint modelSmatch73.7—Unverified
2Mul-BiLSTMSmatch70.7—Unverified
3JAMRSmatch67—Unverified
4CAMRSmatch66.5—Unverified
5AMREagerSmatch64—Unverified
6SEQ2SEQ + 20MSmatch62.1—Unverified
#ModelMetricClaimedVerifiedStatus
1StructBART + MBSE (IBM)Smatch66.9—Unverified
2AMRBART largeSmatch63.2—Unverified
3Graphene SmatchSmatch62.8—Unverified
4SPRING DFSSmatch59.7—Unverified
5SPRING DFS + silverSmatch59.5—Unverified
#ModelMetricClaimedVerifiedStatus
1AMRBART largeSmatch76.9—Unverified
2Graphene SmatchSmatch76.32—Unverified
3SPRING DFSSmatch73.7—Unverified
4SPRING DFS + silverSmatch71.8—Unverified
#ModelMetricClaimedVerifiedStatus
1AMRBART largeSmatch79.8—Unverified
2Graphene SmatchSmatch79.52—Unverified
3SPRING DFS + silverSmatch77.5—Unverified
4SPRING DFSSmatch77.3—Unverified