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SotA/Natural Language Processing/Code Generation/WikiSQL

Code Generation on WikiSQL

Metric: Execution Accuracy (higher is better)

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#Model↕Execution Accuracy▼Extra DataPaperDate↕Code
1NL2SQL-RULE89.2NoContent Enhanced BERT-based Text-to-SQL Generation2019-10-16Code
2TypeSQL+TC (Yu et al., 2018)+82.6NoTypeSQL: Knowledge-based Type-Aware Neural Text-...2018-04-25Code
3Tranx78.6NoTRANX: A Transition-based Neural Abstract Syntax...2018-10-05Code
4STAMP+RL (Sun et al., 2018)+74.6NoSemantic Parsing with Syntax- and Table-Aware SQ...2018-04-23-
5STAMP (Sun et al., 2018)+74.4NoSemantic Parsing with Syntax- and Table-Aware SQ...2018-04-23-
6TypeSQL (Yu et al., 2018)73.5NoTypeSQL: Knowledge-based Type-Aware Neural Text-...2018-04-25Code
7PT-MAML (Huang et al., 2018)68NoNatural Language to Structured Query Generation ...2018-03-02Code
8Bidirectional Attention for SQL Generation62.5NoBidirectional Attention for SQL Generation2017-12-30Code
9Seq2SQL (Zhong et al., 2017)59.4NoSeq2SQL: Generating Structured Queries from Natu...2017-08-31Code
10Seq2Seq (Zhong et al., 2017)35.9NoSeq2SQL: Generating Structured Queries from Natu...2017-08-31Code