# Utility / Task Performance on Professional Domains Corpus

Source: [Utility / Task Performance on Professional Domains Corpus](<https://www.sota2.com/research/sota/utility-task-performance-on-professional-domains-corpus>)

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

Data updated: 2026-06-17T07:01:20.446Z

Evaluation of model utility and task performance across various professional domains using the Professional Domains Corpus, measured by Utility percentage.

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 | Utility / Task Performance |
| Dataset (including any stated split) | Professional Domains Corpus |
| Metric | Utility |
| Unit | PERCENT |
| 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

- [Utility](<https://www.sota2.com/research/sota/utility-task-performance-on-professional-domains-corpus.md?metric=Utility>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Utility | Result date | Report paper |
| --- | --- | --- | --- |
| spotlighting | 92.6 | Not recorded | 6a322a3ad33dfb23e783ec6c |
| baseline | 91.8 | Not recorded | 6a322a3ad33dfb23e783ec6c |
| sandwiching | 91 | Not recorded | 6a322a3ad33dfb23e783ec6c |
| PARSE | 86.9 | Not recorded | 6a322a3ad33dfb23e783ec6c |
| paraphrasing | 82.8 | Not recorded | 6a322a3ad33dfb23e783ec6c |
| Llama Guard | 64.8 | Not recorded | 6a322a3ad33dfb23e783ec6c |

### spotlighting

Utility: 92.6. Result ID: 6a3245dffbc373592c2f3db7.

[Reporting paper](<https://www.sota2.com/research/paper/6a322a3ad33dfb23e783ec6c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76b81e209131cea6eb62.md>)

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

### baseline

Utility: 91.8. Result ID: 6a3245dffbc373592c2f3db6.

[Reporting paper](<https://www.sota2.com/research/paper/6a322a3ad33dfb23e783ec6c.md>)

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

### sandwiching

Utility: 91. Result ID: 6a3245dffbc373592c2f3db8.

[Reporting paper](<https://www.sota2.com/research/paper/6a322a3ad33dfb23e783ec6c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa771e1e209131cea7128d.md>)

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

### PARSE

Utility: 86.9. Result ID: 6a3245dffbc373592c2f3dbb.

[Reporting paper](<https://www.sota2.com/research/paper/6a322a3ad33dfb23e783ec6c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a322a3ad33dfb23e783ec6c.md>)

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

### paraphrasing

Utility: 82.8. Result ID: 6a3245dffbc373592c2f3db9.

[Reporting paper](<https://www.sota2.com/research/paper/6a322a3ad33dfb23e783ec6c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa707f1e209131cea4b7c6.md>)

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

### Llama Guard

Utility: 64.8. Result ID: 6a3245dffbc373592c2f3dba.

[Reporting paper](<https://www.sota2.com/research/paper/6a322a3ad33dfb23e783ec6c.md>)

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

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