# Table Question Answering on HiTab (test)

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

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

Data updated: 2026-02-26T05:42:33.221Z

Evaluation of model performance on the test split of the HiTab dataset for Table Question Answering.

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) | HiTab (test) |
| Metric | Execution Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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

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

## Recorded results

| Method | Execution Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| FORTAP | 47 | Not recorded | 68fa6c1a1e209131cea32324 |
| TaPEx | 45.6 | Not recorded | 68fa6c1a1e209131cea32324 |
| TUTA | 41.3 | Not recorded | 68fa6c1a1e209131cea32324 |
| BERT | 40.7 | Not recorded | 68fa6c1a1e209131cea32324 |
| TaPas | 38.9 | Not recorded | 68fa6c1a1e209131cea32324 |

### FORTAP

Execution Accuracy: 47. Result ID: 698ed428ffc3901de0a1d03b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c1a1e209131cea32324.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c1a1e209131cea32324.md>)

[Implementation](<https://github.com/microsoft/TUTA_table_understanding>)

Recorded evaluation configuration: {"Semantic Parser":"MAPO (MAPO+hierarchical-aware logical forms)"}. This record does not assert independent reproduction.

### TaPEx

Execution Accuracy: 45.6. Result ID: 698ed428ffc3901de0a1d03a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c1a1e209131cea32324.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6bfe1e209131cea31836.md>)

[Implementation](<https://github.com/microsoft/Table-Pretraining>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### TUTA

Execution Accuracy: 41.3. Result ID: 698ed428ffc3901de0a1d039.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c1a1e209131cea32324.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a5c1e209131cea27b48.md>)

Recorded evaluation configuration: {"Semantic Parser":"MAPO (MAPO+hierarchical-aware logical forms)"}. This record does not assert independent reproduction.

### BERT

Execution Accuracy: 40.7. Result ID: 698ed428ffc3901de0a1d038.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c1a1e209131cea32324.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c1a1e209131cea32319.md>)

Recorded evaluation configuration: {"Semantic Parser":"MAPO (MAPO+hierarchical-aware logical forms)"}. This record does not assert independent reproduction.

### TaPas

Execution Accuracy: 38.9. Result ID: 698ed428ffc3901de0a1d037.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6c1a1e209131cea32324.md>)

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

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

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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