# Self-Refinement on CNN/DM (All Summaries)

Source: [Self-Refinement on CNN/DM (All Summaries)](<https://www.sota2.com/research/sota/self-refinement-on-cnn-dm-all-summaries>)

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

Data updated: 2026-04-29T06:33:45.810Z

Evaluation of model self-refinement capabilities on the CNN/Daily Mail summarization dataset, measured by Coverage and Consistency scores.

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) | CNN/DM (All Summaries) |
| Metric | Coverage |
| 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

- [Coverage](<https://www.sota2.com/research/sota/self-refinement-on-cnn-dm-all-summaries.md?metric=Coverage>): Higher is better; unit: PERCENT.

- [Consistency](<https://www.sota2.com/research/sota/self-refinement-on-cnn-dm-all-summaries.md?metric=Consistency>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Coverage | Result date | Report paper |
| --- | --- | --- | --- |
| Linkbricks-V6-32B | 73.7 | Not recorded | 69f190ad55a3c32af89fbb69 |
| Linkbricks-V6-32B | 70.1 | Not recorded | 69f190ad55a3c32af89fbb69 |
| Linkbricks-V6-32B | 64.4 | Not recorded | 69f190ad55a3c32af89fbb69 |
| Linkbricks-V6-32B | 63.2 | Not recorded | 69f190ad55a3c32af89fbb69 |

### Linkbricks-V6-32B

Coverage: 73.7. Result ID: 69f1a63747f34ce924d796d3.

[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: 70.1. Result ID: 69f1a63747f34ce924d796d9.

[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: 64.4. Result ID: 69f1a63747f34ce924d796d8.

[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.

### Linkbricks-V6-32B

Coverage: 63.2. Result ID: 69f1a63747f34ce924d796d2.

[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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