# Table Question Answering on SQA Perturbed (test)

Source: [Table Question Answering on SQA Perturbed (test)](<https://www.sota2.com/research/sota/table-question-answering-on-sqa-perturbed-test>)

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

Data updated: 2026-02-26T05:54:23.850Z

Evaluation of model performance on the test split of the SQA Perturbed dataset for Table Question Answering capabilities.

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 | Table Question Answering |
| Dataset (including any stated split) | SQA Perturbed (test) |
| Metric | Overall Accuracy |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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

- [Overall Accuracy](<https://www.sota2.com/research/sota/table-question-answering-on-sqa-perturbed-test.md?metric=Overall%20Accuracy>): Higher is better; unit: SCALAR.

- [Valid Prediction Rate](<https://www.sota2.com/research/sota/table-question-answering-on-sqa-perturbed-test.md?metric=Valid%20Prediction%20Rate>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Overall Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| TABLEFORMER | 0.723 | Not recorded | 68fa6c7d1e209131cea3443e |
| TABLEFORMER | 0.703 | Not recorded | 68fa6c7d1e209131cea3443e |
| TABLEFORMER | 0.693 | Not recorded | 68fa6c7d1e209131cea3443e |
| TABLEFORMER | 0.667 | Not recorded | 68fa6c7d1e209131cea3443e |
| TAPAS | 0.661 | Not recorded | 68fa6c7d1e209131cea3443e |
| TAPAS | 0.61 | Not recorded | 68fa6c7d1e209131cea3443e |
| TAPAS | 0.605 | Not recorded | 68fa6c7d1e209131cea3443e |
| TAPAS | 0.574 | Not recorded | 68fa6c7d1e209131cea3443e |

### TABLEFORMER

Overall Accuracy: 0.723. Result ID: 698f19df3a6c314849f5cf59.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c7d1e209131cea3443e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c7d1e209131cea3443e.md>)

[Implementation](<https://github.com/google-research/tapas/blob/master/TABLEFORMER.md>)

Recorded evaluation configuration: {"Model Size":"Large","Pre-training Stage":"inter"}. This record does not assert independent reproduction.

### TABLEFORMER

Overall Accuracy: 0.703. Result ID: 698f19df3a6c314849f5cf55.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c7d1e209131cea3443e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c7d1e209131cea3443e.md>)

[Implementation](<https://github.com/google-research/tapas/blob/master/TABLEFORMER.md>)

Recorded evaluation configuration: {"Model Size":"Large"}. This record does not assert independent reproduction.

### TABLEFORMER

Overall Accuracy: 0.693. Result ID: 698f19df3a6c314849f5cf57.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c7d1e209131cea3443e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c7d1e209131cea3443e.md>)

[Implementation](<https://github.com/google-research/tapas/blob/master/TABLEFORMER.md>)

Recorded evaluation configuration: {"Model Size":"Base","Pre-training Stage":"inter"}. This record does not assert independent reproduction.

### TABLEFORMER

Overall Accuracy: 0.667. Result ID: 698f19df3a6c314849f5cf53.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c7d1e209131cea3443e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c7d1e209131cea3443e.md>)

[Implementation](<https://github.com/google-research/tapas/blob/master/TABLEFORMER.md>)

Recorded evaluation configuration: {"Model Size":"Base"}. This record does not assert independent reproduction.

### TAPAS

Overall Accuracy: 0.661. Result ID: 698f19df3a6c314849f5cf58.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c7d1e209131cea3443e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c521e209131cea333e0.md>)

[Implementation](<https://github.com/google-research/tapas>)

Recorded evaluation configuration: {"Model Size":"Large","Pre-training Stage":"inter"}. This record does not assert independent reproduction.

### TAPAS

Overall Accuracy: 0.61. Result ID: 698f19df3a6c314849f5cf56.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c7d1e209131cea3443e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c521e209131cea333e0.md>)

[Implementation](<https://github.com/google-research/tapas>)

Recorded evaluation configuration: {"Model Size":"Base","Pre-training Stage":"inter"}. This record does not assert independent reproduction.

### TAPAS

Overall Accuracy: 0.605. Result ID: 698f19df3a6c314849f5cf54.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c7d1e209131cea3443e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c521e209131cea333e0.md>)

[Implementation](<https://github.com/google-research/tapas>)

Recorded evaluation configuration: {"Model Size":"Large"}. This record does not assert independent reproduction.

### TAPAS

Overall Accuracy: 0.574. Result ID: 698f19df3a6c314849f5cf52.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c7d1e209131cea3443e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c521e209131cea333e0.md>)

[Implementation](<https://github.com/google-research/tapas>)

Recorded evaluation configuration: {"Model Size":"Base"}. This record does not assert independent reproduction.

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