# Self-Refinement on Patent (Low Consistency (score\_cons \< 0.73))

Source: [Self-Refinement on Patent (Low Consistency (score\_cons \< 0.73))](<https://www.sota2.com/research/sota/self-refinement-on-patent-low-consistency-score_cons-0-73>)

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

Data updated: 2026-04-29T06:33:45.785Z

Evaluation of model self-refinement capabilities on the Patent dataset, restricted to samples where the initial consistency score was below 0.73, measured using Coverage and Consistency.

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 | Self-Refinement |
| Dataset (including any stated split) | Patent (Low Consistency (score\_cons \< 0.73)) |
| Metric | Coverage |
| 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

- [Coverage](<https://www.sota2.com/research/sota/self-refinement-on-patent-low-consistency-score_cons-0-73.md?metric=Coverage>): Higher is better; unit: PERCENT.

- [Consistency](<https://www.sota2.com/research/sota/self-refinement-on-patent-low-consistency-score_cons-0-73.md?metric=Consistency>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Coverage | Result date | Report paper |
| --- | --- | --- | --- |
| Linkbricks-V6-32B | 80.6 | Not recorded | 69f190ad55a3c32af89fbb69 |
| Linkbricks-V6-32B | 51.4 | Not recorded | 69f190ad55a3c32af89fbb69 |

### Linkbricks-V6-32B

Coverage: 80.6. Result ID: 69f1a63747f34ce924d796d1.

[Reporting paper](<https://www.sota2.com/research/paper/69f190ad55a3c32af89fbb69.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69f190ad55a3c32af89fbb69.md>)

Recorded evaluation configuration: {"Summary Stage":"RS"}. This record does not assert independent reproduction.

### Linkbricks-V6-32B

Coverage: 51.4. Result ID: 69f1a63747f34ce924d796d0.

[Reporting paper](<https://www.sota2.com/research/paper/69f190ad55a3c32af89fbb69.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69f190ad55a3c32af89fbb69.md>)

Recorded evaluation configuration: {"Summary Stage":"IS"}. This record does not assert independent reproduction.

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