# Distractor Generation on CLOTH Hard Augmented (test)

Source: [Distractor Generation on CLOTH Hard Augmented (test)](<https://www.sota2.com/research/sota/distractor-generation-on-cloth-hard-augmented-test>)

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

Data updated: 2026-05-20T08:23:58.863Z

Evaluation of model performance on generating distractors using the augmented 'Hard' test split of the CLOTH dataset, measured by F1@10.

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 | Distractor Generation |
| Dataset (including any stated split) | CLOTH Hard Augmented (test) |
| Metric | F1@10 |
| 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

- [F1@10](<https://www.sota2.com/research/sota/distractor-generation-on-cloth-hard-augmented-test.md?metric=F1%4010>): Higher is better; unit: PERCENT.

## Recorded results

| Method | F1@10 | Result date | Report paper |
| --- | --- | --- | --- |
| DCDG with ASDE + DDDE | 41.98 | Not recorded | 690988873ef7ccd74e5e5cab |
| DCDG | 41.76 | Not recorded | 690988873ef7ccd74e5e5cab |
| DCDG with ASDE | 41.73 | Not recorded | 690988873ef7ccd74e5e5cab |
| DCDG with DDDE | 41.05 | Not recorded | 690988873ef7ccd74e5e5cab |

### DCDG with ASDE + DDDE

F1@10: 41.98. Result ID: 6a0d6f97fbc373592c056bbc.

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

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

Recorded evaluation configuration: {"ASDE":"true","DDDE":"true"}. This record does not assert independent reproduction.

### DCDG

F1@10: 41.76. Result ID: 6a0d6f97fbc373592c056bb9.

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

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

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### DCDG with ASDE

F1@10: 41.73. Result ID: 6a0d6f97fbc373592c056bba.

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

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

Recorded evaluation configuration: {"ASDE":"true"}. This record does not assert independent reproduction.

### DCDG with DDDE

F1@10: 41.05. Result ID: 6a0d6f97fbc373592c056bbb.

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

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

Recorded evaluation configuration: {"DDDE":"true"}. This record does not assert independent reproduction.

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