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LDC2017T10 (Abstract Meaning Representation (AMR) Annotation Release 2.0)

15 Jun 2017 archive 2025-07-28

Abstract Meaning Representation (AMR) Annotation Release 2.0 was developed by the Linguistic Data Consortium (LDC), SDL/Language Weaver, Inc., the University of Colorado's Computational Language and Educational Research group and the Information Sciences Institute at the University of Southern California. It contains a sembank (semantic treebank) of over 39,260 English natural language sentences from broadcast conversations, newswire, weblogs and web discussion forums.

AMR captures “who is doing what to whom” in a sentence. Each sentence is paired with a graph that represents its whole-sentence meaning in a tree-structure. AMR utilizes PropBank frames, non-core semantic roles, within-sentence coreference, named entity annotation, modality, negation, questions, quantities, and so on to represent the semantic structure of a sentence largely independent of its syntax.

HomepageBenchmarksPapers JSON

Benchmarks archive 2025-07-28

All 1 leaderboard whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.

First row (archive order)PaperCode
AMR Parsing LDC2017T10 StructBART + MBSE (IBM) Smatch 86.7 Maximum Bayes Smatch Ensemble Distillation for AMR Parsing IBM/transition-amr-parser +2 27 Compare

Papers archive 2025-07-28

22 shown of 22 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 27. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

DateSamples run Syntology
Incorporating Graph Information in Transformer-based AMR Parsing 1 2 23 Jun 2023 not harvested
BiBL: AMR Parsing and Generation with Bidirectional Bayesian Learning 1 2 1 Oct 2022 not harvested
ATP: AMRize Then Parse! Enhancing AMR Parsing with PseudoAMRs 2 2 19 Apr 2022 not harvested
Graph Pre-training for AMR Parsing and Generation 2 1 15 Mar 2022 ran 3 of 5 samples (2 unverified)
Maximum Bayes Smatch Ensemble Distillation for AMR Parsing 3 2 14 Dec 2021 not harvested
Structure-aware Fine-tuning of Sequence-to-sequence Transformers for Transition-based AMR Parsing 1 1 29 Oct 2021 not harvested
Ensembling Graph Predictions for AMR Parsing 1 2 18 Oct 2021 ran 3 of 3 samples (0 unverified)
Levi Graph AMR Parser using Heterogeneous Attention 1 1 9 Jul 2021 not harvested
One SPRING to Rule Them Both: Symmetric AMR Semantic Parsing and Generation without a Complex Pipeline 1 1 18 May 2021 not harvested
AMR Parsing with Action-Pointer Transformer 1 1 29 Apr 2021 ran 1 of 2 samples (1 unverified)
A Differentiable Relaxation of Graph Segmentation and Alignment for AMR Parsing 0 1 23 Oct 2020 not harvested
Transition-based Parsing with Stack-Transformers 1 1 20 Oct 2020 not harvested
Pushing the Limits of AMR Parsing with Self-Learning 1 1 20 Oct 2020 not harvested
Improving AMR Parsing with Sequence-to-Sequence Pre-training 1 1 5 Oct 2020 not harvested
AMR Parsing via Graph-Sequence Iterative Inference 3 1 12 Apr 2020 ran 17 of 31 samples (14 unverified; 1 pointer-only for licence)
Core Semantic First: A Top-down Approach for AMR Parsing 1 1 10 Sep 2019 not harvested
Broad-Coverage Semantic Parsing as Transduction 0 1 5 Sep 2019 not harvested
Rewarding Smatch: Transition-Based AMR Parsing with Reinforcement Learning 0 1 31 May 2019 not harvested
AMR Parsing as Sequence-to-Graph Transduction 1 1 21 May 2019 not harvested
AMR Parsing as Graph Prediction with Latent Alignment 2 1 14 May 2018 not harvested
Oxford at SemEval-2017 Task 9: Neural AMR Parsing with Pointer-Augmented Attention 0 1 1 Aug 2017 not harvested
Neural Semantic Parsing by Character-based Translation: Experiments with Abstract Meaning Representations 2 1 28 May 2017 ran 4 of 4 samples (0 unverified; 4 pointer-only for licence)

Dataset loaders archive 2025-07-28

qaq-v/hetgtpytorch

1 loader as listed in the archive; links are outbound and not re-checked here.

Tasks archive 2025-07-28

AMR ParsingAMR-to-Text Generation

License archive 2025-07-28

LDC User Agreement for Non-Members

Modalities archive 2025-07-28

TextsGraphs

Languages archive 2025-07-28

English

Variants archive 2025-07-28

  • LDC2017T10

1 variant name, as the archive lists them.

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