# L3 Literature-to-Production

Source: [L3 Literature-to-Production](<https://www.sota2.com/research/sota/l3-literature-to-production>)

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

Data updated: 2026-06-26T09:05:40.201Z

Evaluation of model performance on the L3 Literature-to-Production task, measured using LPR, SFR, and EPR metrics.

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 | Literature-to-Production |
| Dataset (including any stated split) | L3 Literature-to-Production |
| Metric | LPR |
| 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

- [LPR](<https://www.sota2.com/research/sota/l3-literature-to-production.md?metric=LPR>): Higher is better; unit: PERCENT.

- [SFR](<https://www.sota2.com/research/sota/l3-literature-to-production.md?metric=SFR>): Higher is better; unit: PERCENT.

- [EPR](<https://www.sota2.com/research/sota/l3-literature-to-production.md?metric=EPR>): Higher is better; unit: PERCENT.

## Recorded results

| Method | LPR | Result date | Report paper |
| --- | --- | --- | --- |
| NOVA | 86.7 | Not recorded | 6a3e07ce206542251d7cb73e |
| Human Expert Loop | 40 | Not recorded | 6a3e07ce206542251d7cb73e |
| OpenHands | 27.3 | Not recorded | 6a3e07ce206542251d7cb73e |
| ReActAgent-only | 25 | Not recorded | 6a3e07ce206542251d7cb73e |

### NOVA

LPR: 86.7. Result ID: 6a3e40e0fbc373592c60cb30.

[Reporting paper](<https://www.sota2.com/research/paper/6a3e07ce206542251d7cb73e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a3e07ce206542251d7cb73e.md>)

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

### Human Expert Loop

LPR: 40. Result ID: 6a3e40e0fbc373592c60cb2d.

[Reporting paper](<https://www.sota2.com/research/paper/6a3e07ce206542251d7cb73e.md>)

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

### OpenHands

LPR: 27.3. Result ID: 6a3e40e0fbc373592c60cb2e.

[Reporting paper](<https://www.sota2.com/research/paper/6a3e07ce206542251d7cb73e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78221e209131cea76ed6.md>)

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

### ReActAgent-only

LPR: 25. Result ID: 6a3e40e0fbc373592c60cb2f.

[Reporting paper](<https://www.sota2.com/research/paper/6a3e07ce206542251d7cb73e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6eb41e209131cea41992.md>)

[Implementation](<https://react-lm.github.io/>)

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

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