# Question Answering Calibration on ADVHOTPOT

Source: [Question Answering Calibration on ADVHOTPOT](<https://www.sota2.com/research/sota/question-answering-calibration-on-advhotpot>)

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

Data updated: 2026-02-26T05:24:32.352Z

Evaluation of model calibration performance on the ADVHOTPOT dataset for Question Answering Calibration, measured using AUC.

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 | Question Answering Calibration |
| Dataset (including any stated split) | ADVHOTPOT |
| Metric | AUC |
| Unit | SCALAR |
| 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

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

## Recorded results

| Method | AUC | Result date | Report paper |
| --- | --- | --- | --- |
| P-E+EXPLCAL | 0.626 | Not recorded | 68fa6d9f1e209131cea3aec3 |
| P-E+EXPLCAL | 0.622 | Not recorded | 68fa6d9f1e209131cea3aec3 |
| FEW-SHOT(NN) | 0.613 | Not recorded | 68fa6d9f1e209131cea3aec3 |
| FEW-SHOT | 0.596 | Not recorded | 68fa6d9f1e209131cea3aec3 |
| P-E | 0.584 | Not recorded | 68fa6d9f1e209131cea3aec3 |

### P-E+EXPLCAL

AUC: 0.626. Result ID: 698fc7163a6c314849fbcb2c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d9f1e209131cea3aec3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d9f1e209131cea3aec3.md>)

[Implementation](<https://github.com/xiye17/TextualExplInContext>)

Recorded evaluation configuration: {"Explanation":"w/ Explanation","Data condition":"64L+6E"}. This record does not assert independent reproduction.

### P-E+EXPLCAL

AUC: 0.622. Result ID: 698fc7163a6c314849fbcb2b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d9f1e209131cea3aec3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d9f1e209131cea3aec3.md>)

[Implementation](<https://github.com/xiye17/TextualExplInContext>)

Recorded evaluation configuration: {"Explanation":"w/ Explanation","Data condition":"32L+6E"}. This record does not assert independent reproduction.

### FEW-SHOT(NN)

AUC: 0.613. Result ID: 698fc7163a6c314849fbcb29.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d9f1e209131cea3aec3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa691b1e209131cea20441.md>)

Recorded evaluation configuration: {"Explanation":"w/o Explanation","Data condition":"64L"}. This record does not assert independent reproduction.

### FEW-SHOT

AUC: 0.596. Result ID: 698fc7163a6c314849fbcb28.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d9f1e209131cea3aec3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa680c1e209131cea19d53.md>)

[Implementation](<https://github.com/openai/gpt-3/blob/master/overlap_frequency.md>)

Recorded evaluation configuration: {"Explanation":"w/o Explanation","Data condition":"6L"}. This record does not assert independent reproduction.

### P-E

AUC: 0.584. Result ID: 698fc7163a6c314849fbcb2a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d9f1e209131cea3aec3.md>)

Recorded evaluation configuration: {"Explanation":"w/ Explanation","Data condition":"6L+6E"}. This record does not assert independent reproduction.

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