# StatusReport on Production StatusReport (test)

Source: [StatusReport on Production StatusReport (test)](<https://www.sota2.com/research/sota/statusreport-on-production-statusreport-test>)

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

Data updated: 2026-07-01T06:56:53.547Z

Evaluation of model performance on the StatusReport task using the test split of the Production StatusReport dataset, measured by F1 score and deployment delta (∆Deploy).

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 | StatusReport |
| Dataset (including any stated split) | Production StatusReport (test) |
| Metric | F1 Score |
| 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 Score](<https://www.sota2.com/research/sota/statusreport-on-production-statusreport-test.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

- [Deployment Delta](<https://www.sota2.com/research/sota/statusreport-on-production-statusreport-test.md?metric=Deployment%20Delta>): Higher is better; unit: SCALAR.

## Recorded results

| Method | F1 Score | Result date | Report paper |
| --- | --- | --- | --- |
| HUMAN | 79.4 | Not recorded | 6a449efce0224bd4f4992ebf |
| NEW | 77.7 | Not recorded | 6a449efce0224bd4f4992ebf |
| INIT | 77.6 | Not recorded | 6a449efce0224bd4f4992ebf |
| OLD | 76.8 | Not recorded | 6a449efce0224bd4f4992ebf |

### HUMAN

F1 Score: 79.4. Result ID: 6a44ba3473d097d845bde03c.

[Reporting paper](<https://www.sota2.com/research/paper/6a449efce0224bd4f4992ebf.md>)

Recorded evaluation configuration: {"Description type":"Human-written"}. This record does not assert independent reproduction.

### NEW

F1 Score: 77.7. Result ID: 6a44ba3473d097d845bde03e.

[Reporting paper](<https://www.sota2.com/research/paper/6a449efce0224bd4f4992ebf.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a449efce0224bd4f4992ebf.md>)

Recorded evaluation configuration: {"Pipeline":"automated description optimization pipeline","Optimization":"trainmax, standard"}. This record does not assert independent reproduction.

### INIT

F1 Score: 77.6. Result ID: 6a44ba3473d097d845bde03d.

[Reporting paper](<https://www.sota2.com/research/paper/6a449efce0224bd4f4992ebf.md>)

Recorded evaluation configuration: {"Description type":"Initial LLM description (iter-0)"}. This record does not assert independent reproduction.

### OLD

F1 Score: 76.8. Result ID: 6a44ba3473d097d845bde03b.

[Reporting paper](<https://www.sota2.com/research/paper/6a449efce0224bd4f4992ebf.md>)

Recorded evaluation configuration: {"Description type":"Pre-existing system baseline"}. This record does not assert independent reproduction.

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