# Temporal Question Answering on FreshQA

Source: [Temporal Question Answering on FreshQA](<https://www.sota2.com/research/sota/temporal-question-answering-on-freshqa>)

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

Data updated: 2026-03-26T14:25:31.465Z

Evaluation of Temporal Question Answering performance on the FreshQA dataset, reporting AUROC and 95% Confidence Intervals.

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 | Temporal Question Answering |
| Dataset (including any stated split) | FreshQA |
| Metric | AUROC |
| Unit | SCALAR |
| 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

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

- [AUROC 95% CI Lower Bound](<https://www.sota2.com/research/sota/temporal-question-answering-on-freshqa.md?metric=AUROC%2095%25%20CI%20Lower%20Bound>): Higher is better; unit: SCALAR.

## Recorded results

| Method | AUROC | Result date | Report paper |
| --- | --- | --- | --- |
| B1 entropy | 0.657 | Not recorded | 69c4bdb60636e5bf4afc7760 |
| P(True) | 0.399 | Not recorded | 69c4bdb60636e5bf4afc7760 |

### B1 entropy

AUROC: 0.657. Result ID: 69c541bf47f34ce924af22f2.

[Reporting paper](<https://www.sota2.com/research/paper/69c4bdb60636e5bf4afc7760.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69c4bdb60636e5bf4afc7760.md>)

Recorded evaluation configuration: {"Cost":"Free"}. This record does not assert independent reproduction.

### P(True)

AUROC: 0.399. Result ID: 69c541bf47f34ce924af22f3.

[Reporting paper](<https://www.sota2.com/research/paper/69c4bdb60636e5bf4afc7760.md>)

Recorded evaluation configuration: {"Cost":"1 call"}. This record does not assert independent reproduction.

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