# Creative Writing on ROCStories + WritingPrompts

Source: [Creative Writing on ROCStories + WritingPrompts](<https://www.sota2.com/research/sota/creative-writing-on-rocstories-plus-writingprompts>)

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

Data updated: 2026-05-12T13:02:05.252Z

Evaluation of model performance on the combined ROCStories and WritingPrompts datasets for creative writing generation, assessed using metrics like QD-Score, Coverage, and SB.

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 | Creative Writing |
| Dataset (including any stated split) | ROCStories + WritingPrompts |
| Metric | QD-Score |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [QD-Score](<https://www.sota2.com/research/sota/creative-writing-on-rocstories-plus-writingprompts.md?metric=QD-Score>): Higher is better; unit: SCALAR.

- [Median (IQR)](<https://www.sota2.com/research/sota/creative-writing-on-rocstories-plus-writingprompts.md?metric=Median%20(IQR)>): Higher is better; unit: SCALAR.

- [Coverage](<https://www.sota2.com/research/sota/creative-writing-on-rocstories-plus-writingprompts.md?metric=Coverage>): Higher is better; unit: PERCENT.

- [SB](<https://www.sota2.com/research/sota/creative-writing-on-rocstories-plus-writingprompts.md?metric=SB>): Lower is better; unit: PERCENT.

- [A](<https://www.sota2.com/research/sota/creative-writing-on-rocstories-plus-writingprompts.md?metric=A>): Higher is better; unit: PERCENT.

## Recorded results

| Method | QD-Score | Result date | Report paper |
| --- | --- | --- | --- |
| QD-LLM | 63.3 | Not recorded | 6a02b449dbc836b87d824965 |
| CMA-ME (ad.) | 46.2 | Not recorded | 6a02b449dbc836b87d824965 |
| QDAIF | 44.8 | Not recorded | 6a02b449dbc836b87d824965 |
| Best-of-N+MMR | 40.1 | Not recorded | 6a02b449dbc836b87d824965 |
| Diverse Beam Search | 38.2 | Not recorded | 6a02b449dbc836b87d824965 |
| Nucleus Sampling | 36.4 | Not recorded | 6a02b449dbc836b87d824965 |

### QD-LLM

QD-Score: 63.3. Result ID: 6a0323e847f34ce924e77888.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b449dbc836b87d824965.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a02b449dbc836b87d824965.md>)

Recorded evaluation configuration: {"Base LLM":"Llama-3-70B-Instruct","Budget":"500"}. This record does not assert independent reproduction.

### CMA-ME (ad.)

QD-Score: 46.2. Result ID: 6a0323e747f34ce924e77886.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b449dbc836b87d824965.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67741e209131cea1669b.md>)

Recorded evaluation configuration: {"Prompt embeddings":"adapted","Base LLM":"Llama-3-70B-Instruct","Budget":"500"}. This record does not assert independent reproduction.

### QDAIF

QD-Score: 44.8. Result ID: 6a0323e747f34ce924e77887.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b449dbc836b87d824965.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71661e209131cea51324.md>)

Recorded evaluation configuration: {"Base LLM":"Llama-3-70B-Instruct","Budget":"500"}. This record does not assert independent reproduction.

### Best-of-N+MMR

QD-Score: 40.1. Result ID: 6a0323e747f34ce924e77885.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b449dbc836b87d824965.md>)

Recorded evaluation configuration: {"N":"20","Base LLM":"Llama-3-70B-Instruct","Budget":"500"}. This record does not assert independent reproduction.

### Diverse Beam Search

QD-Score: 38.2. Result ID: 6a0323e747f34ce924e77884.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b449dbc836b87d824965.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64fd1e209131cea07a80.md>)

Recorded evaluation configuration: {"λ":"0.5","Base LLM":"Llama-3-70B-Instruct","Budget":"500"}. This record does not assert independent reproduction.

### Nucleus Sampling

QD-Score: 36.4. Result ID: 6a0323e747f34ce924e77883.

[Reporting paper](<https://www.sota2.com/research/paper/6a02b449dbc836b87d824965.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67041e209131cea13c72.md>)

Recorded evaluation configuration: {"p":"0.95","Base LLM":"Llama-3-70B-Instruct","Budget":"500"}. This record does not assert independent reproduction.

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