# Commonsense Reasoning on WinoGrande XL (val)

Source: [Commonsense Reasoning on WinoGrande XL (val)](<https://www.sota2.com/research/sota/commonsense-reasoning-on-winogrande-xl-val>)

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

Data updated: 2026-05-19T11:38:18.329Z

Evaluation of model performance on the validation split of the WinoGrande XL dataset for Commonsense Reasoning, measured by Accuracy.

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 | Commonsense Reasoning |
| Dataset (including any stated split) | WinoGrande XL (val) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 2 of 2 |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/commonsense-reasoning-on-winogrande-xl-val.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| AMO | 53.43 | Not recorded | 6a0beef0dbc836b87d82c8e0 |
| AMO | 51.91 | Not recorded | 6a0beef0dbc836b87d82c8e0 |

### AMO

Accuracy: 53.43. Result ID: 6a0c4ba6fbc373592c036d30.

[Reporting paper](<https://www.sota2.com/research/paper/6a0beef0dbc836b87d82c8e0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0beef0dbc836b87d82c8e0.md>)

Recorded evaluation configuration: {"Optimizer":"AMO","Model":"Llama3.1-1.4B","Few-shot":"0"}. This record does not assert independent reproduction.

### AMO

Accuracy: 51.91. Result ID: 6a0c4ba6fbc373592c036d2f.

[Reporting paper](<https://www.sota2.com/research/paper/6a0beef0dbc836b87d82c8e0.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a0beef0dbc836b87d82c8e0.md>)

Recorded evaluation configuration: {"Optimizer":"AMO","Model":"Llama3.1-760M","Few-shot":"0"}. This record does not assert independent reproduction.

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