Text-to-SQL on WikiSQL (test)
84.5Logic Form AccuracyContent Enhanced BERT-based Text-to-SQL Generation
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Content Enhanced BERT-based Text-to-SQL GenerationExecution-guided decoding (EG)=true2019.10 | 84.5 | 90.1 | — | |
| Content Enhanced BERT-based Text-to-SQL GenerationExecution-guided decoding (EG)=false2019.10 | 83.7 | 89.2 | — | |
| SQLovaBackbone=BERT-Base-Uncased, Execution-guided decoding (EG)=false2019.10 | 80 | 85.5 | — | |
| MQANBERT augmentation=false, Execution-guided decoding=false2019.11 | 75.4 | 81.4 | — | |
| RAT-SQLBERT augmentation=false, Execution-guided decoding=false2019.11 | 73.3 | 78.8 | — | |
| Coarse2FineBERT augmentation=false, Execution-guided decoding=false2019.11 | 71.7 | 78.5 | — | |
| PT-MAMLBERT augmentation=false, Execution-guided decoding=false2019.11 | 62.8 | 68 | — | |
| IncSQLBERT augmentation=false, Execution-guided decoding=false2019.11 | 49.9 | 83.7 | — | |
| MATE2025.03 | — | — | 82.6 | |
| T2 M0 TPE B E1Transformer variant=T2, Mask configuration=M0, Positional encoding=TPE, Bias=B, Encoding=E12025.03 | — | — | 78.5 | |
| T2 M3 TPE B E1Transformer variant=T2, Mask configuration=M3, Positional encoding=TPE, Bias=B, Encoding=E12025.03 | — | — | 80.3 | |
| TableFormer2025.03 | — | — | 60.5 | |
| TAPAS2025.03 | — | — | 78 | |
| TAPEX2025.03 | — | — | 74.7 |