# Text Summarization on News (test)

Source: [Text Summarization on News (test)](<https://www.sota2.com/research/sota/text-summarization-on-news-test>)

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

Data updated: 2026-02-26T06:00:34.669Z

Evaluation of Text Summarization performance on the test split of the News dataset, measured using ROUGE metrics (ROUGE-1, ROUGE-2, ROUGE-L).

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 | Text Summarization |
| Dataset (including any stated split) | News (test) |
| Metric | ROUGE-1 |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 6 of 6 |
| 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

- [ROUGE-1](<https://www.sota2.com/research/sota/text-summarization-on-news-test.md?metric=ROUGE-1>): Higher is better; unit: PERCENT.

- [ROUGE-2](<https://www.sota2.com/research/sota/text-summarization-on-news-test.md?metric=ROUGE-2>): Higher is better; unit: PERCENT.

- [ROUGE-L](<https://www.sota2.com/research/sota/text-summarization-on-news-test.md?metric=ROUGE-L>): Higher is better; unit: PERCENT.

## Recorded results

| Method | ROUGE-1 | Result date | Report paper |
| --- | --- | --- | --- |
| DAPA | 40.28 | Not recorded | 68fa6f771e209131cea45c57 |
| ERM | 39.94 | Not recorded | 68fa6f771e209131cea45c57 |
| ERM | 38.05 | Not recorded | 68fa6f771e209131cea45c57 |
| DAPA | 35.98 | Not recorded | 68fa6f771e209131cea45c57 |
| DAPA-inst | 35.93 | Not recorded | 68fa6f771e209131cea45c57 |
| DAPA | 35.18 | Not recorded | 68fa6f771e209131cea45c57 |

### DAPA

ROUGE-1: 40.28. Result ID: 6990d4cb3a6c314849039f9f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f771e209131cea45c57.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f771e209131cea45c57.md>)

[Implementation](<https://github.com/pranavajitnair/DAPA>)

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

### ERM

ROUGE-1: 39.94. Result ID: 6990d4cb3a6c314849039f9a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f771e209131cea45c57.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67d21e209131cea18b07.md>)

[Implementation](<https://github.com/facebookresearch/DomainBed>)

Recorded evaluation configuration: {"Mode":"finetune"}. This record does not assert independent reproduction.

### ERM

ROUGE-1: 38.05. Result ID: 6990d4cb3a6c314849039f9b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f771e209131cea45c57.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67d21e209131cea18b07.md>)

[Implementation](<https://github.com/facebookresearch/DomainBed>)

Recorded evaluation configuration: {"Mode":"prefix"}. This record does not assert independent reproduction.

### DAPA

ROUGE-1: 35.98. Result ID: 6990d4cb3a6c314849039f9c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f771e209131cea45c57.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f771e209131cea45c57.md>)

[Implementation](<https://github.com/pranavajitnair/DAPA>)

Recorded evaluation configuration: {"Aggregation":"average"}. This record does not assert independent reproduction.

### DAPA-inst

ROUGE-1: 35.93. Result ID: 6990d4cb3a6c314849039f9e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f771e209131cea45c57.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f771e209131cea45c57.md>)

[Implementation](<https://github.com/pranavajitnair/DAPA>)

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

### DAPA

ROUGE-1: 35.18. Result ID: 6990d4cb3a6c314849039f9d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f771e209131cea45c57.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f771e209131cea45c57.md>)

[Implementation](<https://github.com/pranavajitnair/DAPA>)

Recorded evaluation configuration: {"Aggregation":"max"}. This record does not assert independent reproduction.

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