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SotA/Natural Language Processing/Code Generation/WikiSQL

Code Generation on WikiSQL

Metric: Exact Match Accuracy (higher is better)

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#Model↕Exact Match Accuracy▼Extra DataPaperDate↕Code
1NL2SQL-RULE83.7NoContent Enhanced BERT-based Text-to-SQL Generation2019-10-16Code
2Bidirectional Attention for SQL Generation69NoBidirectional Attention for SQL Generation2017-12-30Code
3Tranx68.6NoTRANX: A Transition-based Neural Abstract Syntax...2018-10-05Code
4PT-MAML (Huang et al., 2018)62.8NoNatural Language to Structured Query Generation ...2018-03-02Code
5STAMP+RL (Sun et al., 2018)+61NoSemantic Parsing with Syntax- and Table-Aware SQ...2018-04-23-
6STAMP (Sun et al., 2018)+60.7NoSemantic Parsing with Syntax- and Table-Aware SQ...2018-04-23-
7Seq2SQL (Zhong et al., 2017)48.3NoSeq2SQL: Generating Structured Queries from Natu...2017-08-31Code
8Seq2Seq (Zhong et al., 2017)23.4NoSeq2SQL: Generating Structured Queries from Natu...2017-08-31Code