# Long-form Question Answering on FetaQA (test)

Source: [Long-form Question Answering on FetaQA (test)](<https://www.sota2.com/research/sota/long-form-question-answering-on-fetaqa-test>)

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

Data updated: 2026-04-16T06:53:03.366Z

Evaluation of model performance on the test split of the FetaQA dataset for Long-form Question Answering, measured using BLEU and ROUGE scores.

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 | Long-form Question Answering |
| Dataset (including any stated split) | FetaQA (test) |
| Metric | BLEU |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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

- [BLEU](<https://www.sota2.com/research/sota/long-form-question-answering-on-fetaqa-test.md?metric=BLEU>): Higher is better; unit: PERCENT.

- [ROUGE-1](<https://www.sota2.com/research/sota/long-form-question-answering-on-fetaqa-test.md?metric=ROUGE-1>): Higher is better; unit: PERCENT.

- [ROUGE-2](<https://www.sota2.com/research/sota/long-form-question-answering-on-fetaqa-test.md?metric=ROUGE-2>): Higher is better; unit: PERCENT.

- [ROUGE-L](<https://www.sota2.com/research/sota/long-form-question-answering-on-fetaqa-test.md?metric=ROUGE-L>): Higher is better; unit: PERCENT.

## Recorded results

| Method | BLEU | Result date | Report paper |
| --- | --- | --- | --- |
| Chain-of-Table | 32.61 | Not recorded | 68fa78541e209131cea77bf5 |
| Fine-Tuning | 30.54 | Not recorded | 68fa78541e209131cea77bf5 |
| Dater | 29.47 | Not recorded | 68fa78541e209131cea77bf5 |
| TableMaster | 28.94 | Not recorded | 68fa78541e209131cea77bf5 |
| End-to-End QA | 28.37 | Not recorded | 68fa78541e209131cea77bf5 |
| End-to-End QA | 27.96 | Not recorded | 68fa78541e209131cea77bf5 |
| End-to-End QA | 24.91 | Not recorded | 68fa78541e209131cea77bf5 |

### Chain-of-Table

BLEU: 32.61. Result ID: 69e085c147f34ce924c932bc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78541e209131cea77bf5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71d71e209131cea534db.md>)

Recorded evaluation configuration: {"Backbone":"PaLM 2"}. This record does not assert independent reproduction.

### Fine-Tuning

BLEU: 30.54. Result ID: 69e085c147f34ce924c932b8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78541e209131cea77bf5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f251e209131cea4409c.md>)

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

Recorded evaluation configuration: {"Backbone":"T5-large"}. This record does not assert independent reproduction.

### Dater

BLEU: 29.47. Result ID: 69e085c147f34ce924c932bb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78541e209131cea77bf5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f251e209131cea4409c.md>)

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

Recorded evaluation configuration: {"Backbone":"PaLM 2"}. This record does not assert independent reproduction.

### TableMaster

BLEU: 28.94. Result ID: 69e085c147f34ce924c932be.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78541e209131cea77bf5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78541e209131cea77bf5.md>)

Recorded evaluation configuration: {"Backbone":"gpt-4o"}. This record does not assert independent reproduction.

### End-to-End QA

BLEU: 28.37. Result ID: 69e085c147f34ce924c932ba.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78541e209131cea77bf5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71d71e209131cea534db.md>)

Recorded evaluation configuration: {"Backbone":"PaLM 2"}. This record does not assert independent reproduction.

### End-to-End QA

BLEU: 27.96. Result ID: 69e085c147f34ce924c932b9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78541e209131cea77bf5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71d71e209131cea534db.md>)

Recorded evaluation configuration: {"Backbone":"Codex"}. This record does not assert independent reproduction.

### End-to-End QA

BLEU: 24.91. Result ID: 69e085c147f34ce924c932bd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78541e209131cea77bf5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71d71e209131cea534db.md>)

Recorded evaluation configuration: {"Backbone":"gpt-4o"}. This record does not assert independent reproduction.

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