# Community Summary Evaluation on news C2 (post-cutoff)

Source: [Community Summary Evaluation on news C2 (post-cutoff)](<https://www.sota2.com/research/sota/community-summary-evaluation-on-news-c2-post-cutoff>)

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

Data updated: 2026-03-06T09:29:40.184Z

Evaluation of community summary quality on the news C2 dataset (post-cutoff), measured by pairwise comparisons focusing on Comprehensiveness and Diversity.

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 | Community Summary Evaluation |
| Dataset (including any stated split) | news C2 (post-cutoff) |
| Metric | Comprehensiveness Win |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 12 of 12 |
| 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

- [Comprehensiveness Win](<https://www.sota2.com/research/sota/community-summary-evaluation-on-news-c2-post-cutoff.md?metric=Comprehensiveness%20Win>): Higher is better; unit: SCALAR.

- [Comprehensiveness Loss](<https://www.sota2.com/research/sota/community-summary-evaluation-on-news-c2-post-cutoff.md?metric=Comprehensiveness%20Loss>): Lower is better; unit: SCALAR.

- [Comprehensiveness Tie](<https://www.sota2.com/research/sota/community-summary-evaluation-on-news-c2-post-cutoff.md?metric=Comprehensiveness%20Tie>): Higher is better; unit: SCALAR.

- [Diversity Win](<https://www.sota2.com/research/sota/community-summary-evaluation-on-news-c2-post-cutoff.md?metric=Diversity%20Win>): Higher is better; unit: SCALAR.

- [Diversity Loss](<https://www.sota2.com/research/sota/community-summary-evaluation-on-news-c2-post-cutoff.md?metric=Diversity%20Loss>): Lower is better; unit: SCALAR.

- [Diversity Tie](<https://www.sota2.com/research/sota/community-summary-evaluation-on-news-c2-post-cutoff.md?metric=Diversity%20Tie>): Higher is better; unit: SCALAR.

- [Win Score](<https://www.sota2.com/research/sota/community-summary-evaluation-on-news-c2-post-cutoff.md?metric=Win%20Score>): Higher is better; unit: SCALAR.

- [Loss Score](<https://www.sota2.com/research/sota/community-summary-evaluation-on-news-c2-post-cutoff.md?metric=Loss%20Score>): Lower is better; unit: SCALAR.

- [Tie Score](<https://www.sota2.com/research/sota/community-summary-evaluation-on-news-c2-post-cutoff.md?metric=Tie%20Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Comprehensiveness Win | Result date | Report paper |
| --- | --- | --- | --- |
| M2hC | 56 | Not recorded | 69aa5f922d603e6de3e41972 |
| M2hC | 54 | Not recorded | 69aa5f922d603e6de3e41972 |
| RkH | 52 | Not recorded | 69aa5f922d603e6de3e41972 |
| MRC | 50 | Not recorded | 69aa5f922d603e6de3e41972 |
| RkH | 44 | Not recorded | 69aa5f922d603e6de3e41972 |
| MRC | 42 | Not recorded | 69aa5f922d603e6de3e41972 |

### M2hC

Comprehensiveness Win: 56. Result ID: 69aa9e7a6dbb7075b954ab74.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f922d603e6de3e41972.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69aa5f922d603e6de3e41972.md>)

Recorded evaluation configuration: {"Heuristic Level":"L1","Evaluator LLM":"GPT-3.5-turbo"}. This record does not assert independent reproduction.

### M2hC

Comprehensiveness Win: 54. Result ID: 69aa9e7a6dbb7075b954ab75.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f922d603e6de3e41972.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69aa5f922d603e6de3e41972.md>)

Recorded evaluation configuration: {"Heuristic Level":"LF","Evaluator LLM":"GPT-3.5-turbo"}. This record does not assert independent reproduction.

### RkH

Comprehensiveness Win: 52. Result ID: 69aa9e7a6dbb7075b954ab73.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f922d603e6de3e41972.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69aa5f922d603e6de3e41972.md>)

Recorded evaluation configuration: {"Heuristic Level":"LF","Evaluator LLM":"GPT-3.5-turbo"}. This record does not assert independent reproduction.

### MRC

Comprehensiveness Win: 50. Result ID: 69aa9e7a6dbb7075b954ab76.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f922d603e6de3e41972.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69aa5f922d603e6de3e41972.md>)

Recorded evaluation configuration: {"Heuristic Level":"L1","Evaluator LLM":"GPT-3.5-turbo"}. This record does not assert independent reproduction.

### RkH

Comprehensiveness Win: 44. Result ID: 69aa9e7a6dbb7075b954ab72.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f922d603e6de3e41972.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69aa5f922d603e6de3e41972.md>)

Recorded evaluation configuration: {"Heuristic Level":"L1","Evaluator LLM":"GPT-3.5-turbo"}. This record does not assert independent reproduction.

### MRC

Comprehensiveness Win: 42. Result ID: 69aa9e7a6dbb7075b954ab77.

[Reporting paper](<https://www.sota2.com/research/paper/69aa5f922d603e6de3e41972.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69aa5f922d603e6de3e41972.md>)

Recorded evaluation configuration: {"Heuristic Level":"LF","Evaluator LLM":"GPT-3.5-turbo"}. This record does not assert independent reproduction.

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