# Text-to-SQL on Spider-DK 1.0 (val)

Source: [Text-to-SQL on Spider-DK 1.0 (val)](<https://www.sota2.com/research/sota/text-to-sql-on-spider-dk-1-0-val>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T05:41:34.344Z

Evaluation of Text-to-SQL performance on the validation split of the Spider-DK 1.0 dataset, measured by Exact Match Accuracy (EM).

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Text-to-SQL |
| Dataset (including any stated split) | Spider-DK 1.0 (val) |
| Metric | EM |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 10 of 10 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [EM](<https://www.sota2.com/research/sota/text-to-sql-on-spider-dk-1-0-val.md?metric=EM>): Higher is better; unit: PERCENT.

## Recorded results

| Method | EM | Result date | Report paper |
| --- | --- | --- | --- |
| GRAPHIX-T5-3B | 51.2 | Not recorded | 68fa6e641e209131cea3fa9f |
| GRAPHIX-T5-large | 48.6 | Not recorded | 68fa6e641e209131cea3fa9f |
| LGESQL + ELECTRA | 48.4 | Not recorded | 68fa6e641e209131cea3fa9f |
| T5-3B | 46.9 | Not recorded | 68fa6e641e209131cea3fa9f |
| RAT-SQL + BERT | 40.9 | Not recorded | 68fa6e641e209131cea3fa9f |
| T5-large | 40 | Not recorded | 68fa6e641e209131cea3fa9f |
| RAT-SQL + Grappa | 38.5 | Not recorded | 68fa6e641e209131cea3fa9f |
| RAT-SQL | 35.8 | Not recorded | 68fa6e641e209131cea3fa9f |
| IRNet | 33.1 | Not recorded | 68fa6e641e209131cea3fa9f |
| GNN | 26 | Not recorded | 68fa6e641e209131cea3fa9f |

### GRAPHIX-T5-3B

EM: 51.2. Result ID: 69902ff73a6c314849fec0d0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e641e209131cea3fa9f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e641e209131cea3fa9f.md>)

[Implementation](<https://github.com/AlibabaResearch/DAMO-ConvAI/tree/main/graphix>)

Recorded evaluation configuration: {"size":"3B","zero-shot":true}. This record does not assert independent reproduction.

### GRAPHIX-T5-large

EM: 48.6. Result ID: 69902ff73a6c314849fec0ce.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e641e209131cea3fa9f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e641e209131cea3fa9f.md>)

[Implementation](<https://github.com/AlibabaResearch/DAMO-ConvAI/tree/main/graphix>)

Recorded evaluation configuration: {"size":"large","zero-shot":true}. This record does not assert independent reproduction.

### LGESQL + ELECTRA

EM: 48.4. Result ID: 69902ff73a6c314849fec0cc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e641e209131cea3fa9f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a1e1e209131cea26102.md>)

Recorded evaluation configuration: {"zero-shot":true}. This record does not assert independent reproduction.

### T5-3B

EM: 46.9. Result ID: 69902ff73a6c314849fec0cf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e641e209131cea3fa9f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa709e1e209131cea4c470.md>)

[Implementation](<https://github.com/google-research/text-to-text-transfer-transformer>)

Recorded evaluation configuration: {"size":"3B","zero-shot":true}. This record does not assert independent reproduction.

### RAT-SQL + BERT

EM: 40.9. Result ID: 69902ff73a6c314849fec0ca.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e641e209131cea3fa9f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a9a1e209131cea294be.md>)

[Implementation](<https://github.com/Microsoft/rat-sql>)

Recorded evaluation configuration: {"zero-shot":true}. This record does not assert independent reproduction.

### T5-large

EM: 40. Result ID: 69902ff73a6c314849fec0cd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e641e209131cea3fa9f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa709e1e209131cea4c470.md>)

[Implementation](<https://github.com/google-research/text-to-text-transfer-transformer>)

Recorded evaluation configuration: {"size":"large","zero-shot":true}. This record does not assert independent reproduction.

### RAT-SQL + Grappa

EM: 38.5. Result ID: 69902ff73a6c314849fec0cb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e641e209131cea3fa9f.md>)

Recorded evaluation configuration: {"zero-shot":true}. This record does not assert independent reproduction.

### RAT-SQL

EM: 35.8. Result ID: 69902ff73a6c314849fec0c9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e641e209131cea3fa9f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a9a1e209131cea294be.md>)

[Implementation](<https://github.com/Microsoft/rat-sql>)

Recorded evaluation configuration: {"zero-shot":true}. This record does not assert independent reproduction.

### IRNet

EM: 33.1. Result ID: 69902ff73a6c314849fec0c8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e641e209131cea3fa9f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65da1e209131cea0cca9.md>)

Recorded evaluation configuration: {"zero-shot":true}. This record does not assert independent reproduction.

### GNN

EM: 26. Result ID: 69902ff73a6c314849fec0c7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6e641e209131cea3fa9f.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65d51e209131cea0c8cd.md>)

Recorded evaluation configuration: {"zero-shot":true}. This record does not assert independent reproduction.

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