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 1–50 of 117 papers

TitleStatusHype
Cross-domain Generalization for AMR ParsingCode1
A Two-Stage Method for Chinese AMR ParsingCode1
ATP: AMRize Then Parse! Enhancing AMR Parsing with PseudoAMRsCode1
Graph Pre-training for AMR Parsing and GenerationCode1
Ensembling Graph Predictions for AMR ParsingCode1
Hierarchical Curriculum Learning for AMR ParsingCode1
Multilingual AMR Parsing with Noisy Knowledge DistillationCode1
ELIT: Emory Language and Information ToolkitCode1
Levi Graph AMR Parser using Heterogeneous AttentionCode1
Probabilistic, Structure-Aware Algorithms for Improved Variety, Accuracy, and Coverage of AMR AlignmentsCode1
One SPRING to Rule Them Both: Symmetric AMR Semantic Parsing and Generation without a Complex PipelineCode1
AMR Parsing with Action-Pointer TransformerCode1
XL-AMR: Enabling Cross-Lingual AMR Parsing with Transfer Learning TechniquesCode1
Improving AMR Parsing with Sequence-to-Sequence Pre-trainingCode1
AMR Parsing via Graph-Sequence Iterative InferenceCode1
SemBleu: A Robust Metric for AMR Parsing EvaluationCode1
AMR Parsing as Sequence-to-Graph TransductionCode1
An Incremental Parser for Abstract Meaning RepresentationCode1
Reassessing Graph Linearization for Sequence-to-sequence AMR Parsing: On the Advantages and Limitations of Triple-Based EncodingCode0
Should Cross-Lingual AMR Parsing go Meta? An Empirical Assessment of Meta-Learning and Joint Learning AMR ParsingCode0
Adapting Abstract Meaning Representation Parsing to the Clinical Narrative -- the SPRING THYME parser—0
AMR Parsing is Far from Solved: GrAPES, the Granular AMR Parsing Evaluation SuiteCode0
AMR Parsing with Causal Hierarchical Attention and PointersCode0
Guiding AMR Parsing with Reverse Graph LinearizationCode0
Incorporating Graph Information in Transformer-based AMR ParsingCode0
AMRs Assemble! Learning to Ensemble with Autoregressive Models for AMR ParsingCode0
Slide, Constrain, Parse, Repeat: Synchronous SlidingWindows for Document AMR Parsing—0
AMR Parsing with Instruction Fine-tuned Pre-trained Language Models—0
Strictly Breadth-First AMR Parsing—0
Better Smatch = Better Parser? AMR evaluation is not so simple anymoreCode0
BiBL: AMR Parsing and Generation with Bidirectional Bayesian LearningCode0
Scene Graph Parsing via Abstract Meaning Representation in Pre-trained Language Models—0
Transition-based Abstract Meaning Representation Parsing with Contextual Embeddings—0
Align-smatch: A Novel Evaluation Method for Chinese Abstract Meaning Representation Parsing based on Alignment of Concept and Relation—0
Effect of Source Language on AMR StructureCode0
Inducing and Using Alignments for Transition-based AMR ParsingCode0
Sequence-to-sequence AMR Parsing with Ancestor Information—0
AMR Alignment for Morphologically-rich and Pro-drop Languages—0
Spanish Abstract Meaning Representation: Annotation of a General Corpus—0
Maximum Bayes Smatch Ensemble Distillation for AMR ParsingCode0
Graph Pre-training for AMR Parsing and Generation—0
Sequence-to-sequence AMR Parsing with Ancestor Information—0
AMRize, then Parse! Enhancing AMR Parsing with PseudoAMR Data—0
SPRING Goes Online: End-to-End AMR Parsing and Generation—0
Stacked AMR Parsing with Silver DataCode0
Structure-aware Fine-tuning of Sequence-to-sequence Transformers for Transition-based AMR ParsingCode0
基于序列到序列的中文AMR解析(Chinese AMR Parsing based on Sequence-to-Sequence Modeling)—0
Dependency Patterns of Complex Sentences and Semantic Disambiguation for Abstract Meaning Representation Parsing—0
Incorporating EDS Graph for AMR Parsing—0
XLPT-AMR: Cross-Lingual Pre-Training via Multi-Task Learning for Zero-Shot AMR Parsing and Text GenerationCode0
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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