Code Generation on WikiSQL
Metric: Exact Match Accuracy (higher is better)
Metric: Exact Match Accuracy (higher is better)
| # | Model↕ | Exact Match Accuracy▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | NL2SQL-RULE | 83.7 | No | Content Enhanced BERT-based Text-to-SQL Generation | 2019-10-16 | Code |
| 2 | Bidirectional Attention for SQL Generation | 69 | No | Bidirectional Attention for SQL Generation | 2017-12-30 | Code |
| 3 | Tranx | 68.6 | No | TRANX: A Transition-based Neural Abstract Syntax... | 2018-10-05 | Code |
| 4 | PT-MAML (Huang et al., 2018) | 62.8 | No | Natural Language to Structured Query Generation ... | 2018-03-02 | Code |
| 5 | STAMP+RL (Sun et al., 2018)+ | 61 | No | Semantic Parsing with Syntax- and Table-Aware SQ... | 2018-04-23 | - |
| 6 | STAMP (Sun et al., 2018)+ | 60.7 | No | Semantic Parsing with Syntax- and Table-Aware SQ... | 2018-04-23 | - |
| 7 | Seq2SQL (Zhong et al., 2017) | 48.3 | No | Seq2SQL: Generating Structured Queries from Natu... | 2017-08-31 | Code |
| 8 | Seq2Seq (Zhong et al., 2017) | 23.4 | No | Seq2SQL: Generating Structured Queries from Natu... | 2017-08-31 | Code |