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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 1–50 of 117 papers

TitleStatusHype
A Two-Stage Method for Chinese AMR ParsingCode1
Levi Graph AMR Parser using Heterogeneous AttentionCode1
One SPRING to Rule Them Both: Symmetric AMR Semantic Parsing and Generation without a Complex PipelineCode1
Ensembling Graph Predictions for AMR ParsingCode1
AMR Parsing with Action-Pointer TransformerCode1
Cross-domain Generalization for AMR ParsingCode1
An Incremental Parser for Abstract Meaning RepresentationCode1
Probabilistic, Structure-Aware Algorithms for Improved Variety, Accuracy, and Coverage of AMR AlignmentsCode1
Improving AMR Parsing with Sequence-to-Sequence Pre-trainingCode1
ELIT: Emory Language and Information ToolkitCode1
ATP: AMRize Then Parse! Enhancing AMR Parsing with PseudoAMRsCode1
AMR Parsing via Graph-Sequence Iterative InferenceCode1
SemBleu: A Robust Metric for AMR Parsing EvaluationCode1
Graph Pre-training for AMR Parsing and GenerationCode1
Hierarchical Curriculum Learning for AMR ParsingCode1
XL-AMR: Enabling Cross-Lingual AMR Parsing with Transfer Learning TechniquesCode1
AMR Parsing as Sequence-to-Graph TransductionCode1
Multilingual AMR Parsing with Noisy Knowledge DistillationCode1
A Transition-based Algorithm for Unrestricted AMR ParsingCode0
A Transition-based Algorithm for AMR ParsingCode0
The Role of Reentrancies in Abstract Meaning Representation ParsingCode0
Stacked AMR Parsing with Silver DataCode0
Effect of Source Language on AMR StructureCode0
Sequence-to-sequence Models for Cache Transition SystemsCode0
A Structured Syntax-Semantics Interface for English-AMR AlignmentCode0
Should Cross-Lingual AMR Parsing go Meta? An Empirical Assessment of Meta-Learning and Joint Learning AMR ParsingCode0
SGL: Speaking the Graph Languages of Semantic Parsing via Multilingual TranslationCode0
Structure-aware Fine-tuning of Sequence-to-sequence Transformers for Transition-based AMR ParsingCode0
Transition-based Parsing with Stack-TransformersCode0
Reassessing Graph Linearization for Sequence-to-sequence AMR Parsing: On the Advantages and Limitations of Triple-Based EncodingCode0
Pushing the Limits of AMR Parsing with Self-LearningCode0
RIGA at SemEval-2016 Task 8: Impact of Smatch Extensions and Character-Level Neural Translation on AMR Parsing AccuracyCode0
AMRs Assemble! Learning to Ensemble with Autoregressive Models for AMR ParsingCode0
AMR Parsing as Graph Prediction with Latent AlignmentCode0
Neural AMR: Sequence-to-Sequence Models for Parsing and GenerationCode0
Robust Incremental Neural Semantic Graph ParsingCode0
Inducing and Using Alignments for Transition-based AMR ParsingCode0
Incorporating Graph Information in Transformer-based AMR ParsingCode0
AMR Parsing with Causal Hierarchical Attention and PointersCode0
BiBL: AMR Parsing and Generation with Bidirectional Bayesian LearningCode0
Making Better Use of Bilingual Information for Cross-Lingual AMR ParsingCode0
Neural Semantic Parsing by Character-based Translation: Experiments with Abstract Meaning RepresentationsCode0
Better Smatch = Better Parser? AMR evaluation is not so simple anymoreCode0
Core Semantic First: A Top-down Approach for AMR ParsingCode0
Guiding AMR Parsing with Reverse Graph LinearizationCode0
An AMR Aligner Tuned by Transition-based ParserCode0
Dealing with Co-reference in Neural Semantic ParsingCode0
AMR Parsing is Far from Solved: GrAPES, the Granular AMR Parsing Evaluation SuiteCode0
Abstract Meaning Representation Parsing using LSTM Recurrent Neural NetworksCode0
Maximum Bayes Smatch Ensemble Distillation for AMR ParsingCode0
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All datasetsLDC2017T10LDC2014T12LDC2020T02LDC2015E86BioNew3The Little Prince

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