# VA Regression on English Restaurant (test)

Source: [VA Regression on English Restaurant (test)](<https://www.sota2.com/research/sota/va-regression-on-english-restaurant-test>)

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

Data updated: 2026-04-13T08:19:48.827Z

Evaluation of VA Regression performance on the test split of the English Restaurant dataset, measured using RMSE\_VA.

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 | VA Regression |
| Dataset (including any stated split) | English Restaurant (test) |
| Metric | RMSE (VA) |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 3 of 3 |
| 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

- [RMSE (VA)](<https://www.sota2.com/research/sota/va-regression-on-english-restaurant-test.md?metric=RMSE%20(VA)>): Lower is better; unit: SCALAR.

## Recorded results

| Method | RMSE (VA) | Result date | Report paper |
| --- | --- | --- | --- |
| XLM-RoBERTa | 1.4861 | Not recorded | 69dc78597d0172140ec788ba |
| Kimi-K2 Thinking | 2.1461 | Not recorded | 69dc78597d0172140ec788ba |
| Qwen-3 14B (QLoRA) | 2.6427 | Not recorded | 69dc78597d0172140ec788ba |

### XLM-RoBERTa

RMSE (VA): 1.4861. Result ID: 69dca59047f34ce924c3827c.

[Reporting paper](<https://www.sota2.com/research/paper/69dc78597d0172140ec788ba.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69dc78597d0172140ec788ba.md>)

Recorded evaluation configuration: {"training":"Fine-tuned"}. This record does not assert independent reproduction.

### Kimi-K2 Thinking

RMSE (VA): 2.1461. Result ID: 69dca59047f34ce924c3827a.

[Reporting paper](<https://www.sota2.com/research/paper/69dc78597d0172140ec788ba.md>)

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

### Qwen-3 14B (QLoRA)

RMSE (VA): 2.6427. Result ID: 69dca59047f34ce924c3827b.

[Reporting paper](<https://www.sota2.com/research/paper/69dc78597d0172140ec788ba.md>)

Recorded evaluation configuration: {"parameter\_count":"14B","adaptation":"QLoRA"}. This record does not assert independent reproduction.

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