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SotA/Natural Language Processing/Semantic Parsing/LDC2014T12

Semantic Parsing on LDC2014T12

Metric: F1 Full (higher is better)

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#Model↕F1 Full▼Extra DataPaperDate↕Code
1APT (IBM)78.5NoAMR Parsing with Action-Pointer Transformer2021-04-29Code
2stack-Transformer + self-learning (IBM)78.2NoPushing the Limits of AMR Parsing with Self-Lear...2020-10-20Code
3AMR Parsing via Graph-Sequence Iterative Inference75.4NoAMR Parsing via Graph-Sequence Iterative Inference2020-04-12Code
4Broad-Coverage Semantic Parsing as Transduction71.3NoBroad-Coverage Semantic Parsing as Transduction2019-09-05-
5Two-stage Sequence-to-Graph Transducer70.2NoAMR Parsing as Sequence-to-Graph Transduction2019-05-21Code
6Transition-based+improved aligner+ensemble68.4NoAn AMR Aligner Tuned by Transition-based Parser2018-10-08Code
7Improved CAMR 68.1No---
8Incremental joint model 66No---
9Transition-based transducer66No---
10MT-Based 66No---
11Transition-based parser-Stack-LSTM63NoAMR Parsing using Stack-LSTMs2017-07-24-