# Commonsense Question Answering on CSQA (AUROC)

Source: [Commonsense Question Answering on CSQA (AUROC)](<https://www.sota2.com/research/sota/commonsense-question-answering-on-csqa-auroc>)

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

Data updated: 2026-06-05T09:01:22.977Z

Evaluation of model performance on the CSQA dataset for Commonsense Question Answering, reporting the Area Under the ROC Curve (AUROC).

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 Question Answering |
| Dataset (including any stated split) | CSQA |
| Metric | AUROC |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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

- [AUROC](<https://www.sota2.com/research/sota/commonsense-question-answering-on-csqa-auroc.md?metric=AUROC>): Higher is better; unit: PERCENT.

## Recorded results

| Method | AUROC | Result date | Report paper |
| --- | --- | --- | --- |
| CALIDIST | 77.62 | Not recorded | 6a2258a086173ad9c1468bcb |
| Vanilla | 70.01 | Not recorded | 6a2258a086173ad9c1468bcb |
| FSD | 54.45 | Not recorded | 6a2258a086173ad9c1468bcb |
| Entropy | 50.56 | Not recorded | 6a2258a086173ad9c1468bcb |
| Consistency | 50.51 | Not recorded | 6a2258a086173ad9c1468bcb |

### CALIDIST

AUROC: 77.62. Result ID: 6a228fdcfbc373592c20cdf6.

[Reporting paper](<https://www.sota2.com/research/paper/6a2258a086173ad9c1468bcb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a2258a086173ad9c1468bcb.md>)

Recorded evaluation configuration: {"LLM Backbone":"Qwen-3","Style":"Assertion-style"}. This record does not assert independent reproduction.

### Vanilla

AUROC: 70.01. Result ID: 6a228fdcfbc373592c20cdf2.

[Reporting paper](<https://www.sota2.com/research/paper/6a2258a086173ad9c1468bcb.md>)

Recorded evaluation configuration: {"LLM Backbone":"Qwen-3"}. This record does not assert independent reproduction.

### FSD

AUROC: 54.45. Result ID: 6a228fdcfbc373592c20cdf5.

[Reporting paper](<https://www.sota2.com/research/paper/6a2258a086173ad9c1468bcb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72491e209131cea5592b.md>)

Recorded evaluation configuration: {"LLM Backbone":"Qwen-3"}. This record does not assert independent reproduction.

### Entropy

AUROC: 50.56. Result ID: 6a228fdcfbc373592c20cdf4.

[Reporting paper](<https://www.sota2.com/research/paper/6a2258a086173ad9c1468bcb.md>)

Recorded evaluation configuration: {"LLM Backbone":"Qwen-3"}. This record does not assert independent reproduction.

### Consistency

AUROC: 50.51. Result ID: 6a228fdcfbc373592c20cdf3.

[Reporting paper](<https://www.sota2.com/research/paper/6a2258a086173ad9c1468bcb.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6eb61e209131cea41b33.md>)

Recorded evaluation configuration: {"LLM Backbone":"Qwen-3"}. This record does not assert independent reproduction.

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