# Free-form Table Question Answering on FeTaQA (100 randomly chosen samples)

Source: [Free-form Table Question Answering on FeTaQA (100 randomly chosen samples)](<https://www.sota2.com/research/sota/free-form-table-question-answering-on-fetaqa-100-randomly-chosen-samples>)

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

Data updated: 2026-02-26T05:45:22.037Z

Evaluation of model performance on a 100-sample subset of the FeTaQA dataset for Free-form Table Question Answering, utilizing metrics focused on answer quality such as Fluency, Correctness, Adequacy, and Faithfulness.

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 | Free-form Table Question Answering |
| Dataset (including any stated split) | FeTaQA (100 randomly chosen samples) |
| Metric | Fluency |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [Fluency](<https://www.sota2.com/research/sota/free-form-table-question-answering-on-fetaqa-100-randomly-chosen-samples.md?metric=Fluency>): Higher is better; unit: PERCENT.

- [Correctness](<https://www.sota2.com/research/sota/free-form-table-question-answering-on-fetaqa-100-randomly-chosen-samples.md?metric=Correctness>): Higher is better; unit: PERCENT.

- [Adequacy](<https://www.sota2.com/research/sota/free-form-table-question-answering-on-fetaqa-100-randomly-chosen-samples.md?metric=Adequacy>): Higher is better; unit: PERCENT.

- [Faithfulness](<https://www.sota2.com/research/sota/free-form-table-question-answering-on-fetaqa-100-randomly-chosen-samples.md?metric=Faithfulness>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Fluency | Result date | Report paper |
| --- | --- | --- | --- |
| TabSQLify | 0.98 | Not recorded | 68fa72f21e209131cea59778 |
| TabSQLify | 0.97 | Not recorded | 68fa72f21e209131cea59778 |
| TableCoT-chatgpt | 0.96 | Not recorded | 68fa72f21e209131cea59778 |
| TabSQLify | 0.96 | Not recorded | 68fa72f21e209131cea59778 |
| Human | 0.95 | Not recorded | 68fa72f21e209131cea59778 |
| T5-large | 0.946 | Not recorded | 68fa72f21e209131cea59778 |

### TabSQLify

Fluency: 0.98. Result ID: 699289db3a6c3148490fa12b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72f21e209131cea59778.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72f21e209131cea59778.md>)

[Implementation](<https://github.com/mahadi-nahid/TabSQLify>)

Recorded evaluation configuration: {"sub-table\_retrieval":"col"}. This record does not assert independent reproduction.

### TabSQLify

Fluency: 0.97. Result ID: 699289db3a6c3148490fa12d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72f21e209131cea59778.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72f21e209131cea59778.md>)

[Implementation](<https://github.com/mahadi-nahid/TabSQLify>)

Recorded evaluation configuration: {"sub-table\_retrieval":"col+row"}. This record does not assert independent reproduction.

### TableCoT-chatgpt

Fluency: 0.96. Result ID: 699289db3a6c3148490fa12a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72f21e209131cea59778.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e601e209131cea3f7e0.md>)

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

### TabSQLify

Fluency: 0.96. Result ID: 699289db3a6c3148490fa12c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72f21e209131cea59778.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72f21e209131cea59778.md>)

[Implementation](<https://github.com/mahadi-nahid/TabSQLify>)

Recorded evaluation configuration: {"sub-table\_retrieval":"row"}. This record does not assert independent reproduction.

### Human

Fluency: 0.95. Result ID: 699289db3a6c3148490fa129.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72f21e209131cea59778.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6e601e209131cea3f7e0.md>)

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

### T5-large

Fluency: 0.946. Result ID: 699289db3a6c3148490fa128.

[Reporting paper](<https://www.sota2.com/research/paper/68fa72f21e209131cea59778.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: Not recorded. This record does not assert independent reproduction.

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