# Regression on RA-QA

Source: [Regression on RA-QA](<https://www.sota2.com/research/sota/regression-on-ra-qa>)

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

Data updated: 2026-03-09T09:15:10.804Z

Evaluation of regression performance on the RA-QA dataset, measured using Mean Absolute Error (MAE), Root Mean Squared Error (RMSE), and Accuracy at 0.5 (Acc@0.5).

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 | Regression tasks |
| Dataset (including any stated split) | RA-QA |
| Metric | MAE |
| 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

- [MAE](<https://www.sota2.com/research/sota/regression-on-ra-qa.md?metric=MAE>): Lower is better; unit: SCALAR.

- [RMSE](<https://www.sota2.com/research/sota/regression-on-ra-qa.md?metric=RMSE>): Lower is better; unit: SCALAR.

- [Acc@0.5](<https://www.sota2.com/research/sota/regression-on-ra-qa.md?metric=Acc%400.5>): Higher is better; unit: PERCENT.

## Recorded results

| Method | MAE | Result date | Report paper |
| --- | --- | --- | --- |
| RAMoEA-QA | 2.29 | Not recorded | 69ae54062d603e6de3e42be2 |
| CareAQA-operaCT | 2.61 | Not recorded | 69ae54062d603e6de3e42be2 |
| CareAQA-operaGT | 2.61 | Not recorded | 69ae54062d603e6de3e42be2 |

### RAMoEA-QA

MAE: 2.29. Result ID: 69ae8f896dbb7075b956ef58.

[Reporting paper](<https://www.sota2.com/research/paper/69ae54062d603e6de3e42be2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69ae54062d603e6de3e42be2.md>)

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

### CareAQA-operaCT

MAE: 2.61. Result ID: 69ae8f896dbb7075b956ef56.

[Reporting paper](<https://www.sota2.com/research/paper/69ae54062d603e6de3e42be2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa790b1e209131cea7bdb0.md>)

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

### CareAQA-operaGT

MAE: 2.61. Result ID: 69ae8f896dbb7075b956ef57.

[Reporting paper](<https://www.sota2.com/research/paper/69ae54062d603e6de3e42be2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa790b1e209131cea7bdb0.md>)

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

Page 1 of 1. This is an index page, not the full collection.