# Multiple Choice Question Distractor Generation on CLOTH (test)

Source: [Multiple Choice Question Distractor Generation on CLOTH (test)](<https://www.sota2.com/research/sota/multiple-choice-question-distractor-generation-on-cloth-test>)

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

Data updated: 2026-05-20T08:23:58.747Z

Evaluation of model performance on generating distractors for multiple-choice questions using the test split of the CLOTH dataset.

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 | Multiple Choice Question Distractor Generation |
| Dataset (including any stated split) | CLOTH (test) |
| Metric | Chosen Ratio |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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

- [Chosen Ratio](<https://www.sota2.com/research/sota/multiple-choice-question-distractor-generation-on-cloth-test.md?metric=Chosen%20Ratio>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Chosen Ratio | Result date | Report paper |
| --- | --- | --- | --- |
| Ground-Truth Answer | 83.2 | Not recorded | 690988873ef7ccd74e5e5cab |
| DCDG | 9.4 | Not recorded | 690988873ef7ccd74e5e5cab |
| Ground-Truth Distractor | 7 | Not recorded | 690988873ef7ccd74e5e5cab |
| DCDG | 0.4 | Not recorded | 690988873ef7ccd74e5e5cab |

### Ground-Truth Answer

Chosen Ratio: 83.2. Result ID: 6a0d6f97fbc373592c056ba1.

[Reporting paper](<https://www.sota2.com/research/paper/690988873ef7ccd74e5e5cab.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64bc1e209131cea06296.md>)

Recorded evaluation configuration: {"Option Type":"Ground-Truth Answer"}. This record does not assert independent reproduction.

### DCDG

Chosen Ratio: 9.4. Result ID: 6a0d6f97fbc373592c056ba2.

[Reporting paper](<https://www.sota2.com/research/paper/690988873ef7ccd74e5e5cab.md>)

[Method origin paper](<https://www.sota2.com/research/paper/690988873ef7ccd74e5e5cab.md>)

Recorded evaluation configuration: {"Option Type":"Hard Distractor"}. This record does not assert independent reproduction.

### Ground-Truth Distractor

Chosen Ratio: 7. Result ID: 6a0d6f97fbc373592c056ba3.

[Reporting paper](<https://www.sota2.com/research/paper/690988873ef7ccd74e5e5cab.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64bc1e209131cea06296.md>)

Recorded evaluation configuration: {"Option Type":"Ground-Truth Distractor"}. This record does not assert independent reproduction.

### DCDG

Chosen Ratio: 0.4. Result ID: 6a0d6f97fbc373592c056ba4.

[Reporting paper](<https://www.sota2.com/research/paper/690988873ef7ccd74e5e5cab.md>)

[Method origin paper](<https://www.sota2.com/research/paper/690988873ef7ccd74e5e5cab.md>)

Recorded evaluation configuration: {"Option Type":"Easy Answer"}. This record does not assert independent reproduction.

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