# Text Adherence on GPT-4o Prompt Set

Source: [Text Adherence on GPT-4o Prompt Set](<https://www.sota2.com/research/sota/text-adherence-on-gpt-4o-prompt-set>)

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

Data updated: 2026-06-01T08:47:32.296Z

Evaluation of model performance regarding adherence to instructions or constraints specified in prompts, using the GPT-4o Prompt Set dataset, measured by a percentage score.

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 | Text Adherence |
| Dataset (including any stated split) | GPT-4o Prompt Set |
| Metric | Adherence Score |
| Unit | PERCENT |
| 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

- [Adherence Score](<https://www.sota2.com/research/sota/text-adherence-on-gpt-4o-prompt-set.md?metric=Adherence%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Adherence Score | Result date | Report paper |
| --- | --- | --- | --- |
| Persona-based evaluation framework | 84.8 | Not recorded | 6a1d11eadbd7150506f83e4b |
| Algorithmic Baseline | 70 | Not recorded | 6a1d11eadbd7150506f83e4b |

### Persona-based evaluation framework

Adherence Score: 84.8. Result ID: 6a1d4711fbc373592c168fad.

[Reporting paper](<https://www.sota2.com/research/paper/6a1d11eadbd7150506f83e4b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a1d11eadbd7150506f83e4b.md>)

Recorded evaluation configuration: {"Evaluation Source":"Persona","Source Description":"Persona-based relevance scoring"}. This record does not assert independent reproduction.

### Algorithmic Baseline

Adherence Score: 70. Result ID: 6a1d4711fbc373592c168fac.

[Reporting paper](<https://www.sota2.com/research/paper/6a1d11eadbd7150506f83e4b.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa765b1e209131cea6c9ae.md>)

Recorded evaluation configuration: {"Evaluation Source":"Baseline","Source Description":"Algorithmic adherence to prompts"}. This record does not assert independent reproduction.

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