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
A Two-Stage Method for Chinese AMR ParsingCode1
SemBleu: A Robust Metric for AMR Parsing EvaluationCode1
Levi Graph AMR Parser using Heterogeneous AttentionCode1
Ensembling Graph Predictions for AMR ParsingCode1
AMR Parsing with Action-Pointer TransformerCode1
AMR Parsing as Sequence-to-Graph TransductionCode1
Cross-domain Generalization for AMR ParsingCode1
Multilingual AMR Parsing with Noisy Knowledge DistillationCode1
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
An Incremental Parser for Abstract Meaning RepresentationCode1
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
One SPRING to Rule Them Both: Symmetric AMR Semantic Parsing and Generation without a Complex PipelineCode1
Probabilistic, Structure-Aware Algorithms for Improved Variety, Accuracy, and Coverage of AMR AlignmentsCode1
A Transition-based Algorithm for Unrestricted AMR ParsingCode0
A Transition-based Algorithm for AMR ParsingCode0
Unsupervised Entity Linking with Abstract Meaning RepresentationCode0
The Role of Reentrancies in Abstract Meaning Representation ParsingCode0
Effect of Source Language on AMR StructureCode0
Dealing with Co-reference in Neural Semantic ParsingCode0
A Structured Syntax-Semantics Interface for English-AMR AlignmentCode0
Stacked AMR Parsing with Silver DataCode0
SGL: Speaking the Graph Languages of Semantic Parsing via Multilingual TranslationCode0
Should Cross-Lingual AMR Parsing go Meta? An Empirical Assessment of Meta-Learning and Joint Learning AMR ParsingCode0
Translate, then Parse! A strong baseline for Cross-Lingual AMR ParsingCode0
RIGA at SemEval-2016 Task 8: Impact of Smatch Extensions and Character-Level Neural Translation on AMR Parsing AccuracyCode0
Reassessing Graph Linearization for Sequence-to-sequence AMR Parsing: On the Advantages and Limitations of Triple-Based EncodingCode0
Robust Incremental Neural Semantic Graph ParsingCode0
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
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
Better Smatch = Better Parser? AMR evaluation is not so simple anymoreCode0
Neural Semantic Parsing by Character-based Translation: Experiments with Abstract Meaning RepresentationsCode0
Guiding AMR Parsing with Reverse Graph LinearizationCode0
Core Semantic First: A Top-down Approach for AMR ParsingCode0
Abstract Meaning Representation Parsing using LSTM Recurrent Neural NetworksCode0
An AMR Aligner Tuned by Transition-based ParserCode0
Maximum Bayes Smatch Ensemble Distillation for AMR ParsingCode0
AMR Parsing is Far from Solved: GrAPES, the Granular AMR Parsing Evaluation SuiteCode0
Sequence-to-sequence Models for Cache Transition SystemsCode0
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