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SotA/Natural Language Processing/Semantic Parsing/PMB-2.2.0

Semantic Parsing on PMB-2.2.0

Metric: F1 (higher is better)

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#Model↕F1▼Extra DataPaperDate↕Code
1Bi-LSTM seq2seq: BERT + characters in 1 encoder88.3NoCharacter-level Representations Improve DRS-base...2020-11-09Code
2Transformer seq2seq87.1No---
3Character-level bi-LSTM seq2seq + linguistic features86.8No---
4Character-level bi-LSTM seq2seq83.3NoExploring Neural Methods for Parsing Discourse R...2018-10-30Code
5Neural graph-based system using DAG-grammars76.4NoSemantic Graph Parsing with Recurrent Neural Net...2019-09-30-
6Transition-based Stack-LSTM74.4No---