# Text Summarization on Social-media (test)

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

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

Data updated: 2026-02-26T06:00:34.710Z

Evaluation of Text Summarization performance on the test split of the Social-media dataset, typically 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) | Social-media (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-social-media-test.md?metric=ROUGE-1>): Higher is better; unit: PERCENT.

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

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

## Recorded results

| Method | ROUGE-1 | Result date | Report paper |
| --- | --- | --- | --- |
| ERM | 17.5 | Not recorded | 68fa6f771e209131cea45c57 |
| DAPA | 16.97 | Not recorded | 68fa6f771e209131cea45c57 |
| DAPA | 16.86 | Not recorded | 68fa6f771e209131cea45c57 |
| DAPA-inst | 16.54 | Not recorded | 68fa6f771e209131cea45c57 |
| ERM | 16.53 | Not recorded | 68fa6f771e209131cea45c57 |
| DAPA | 14.48 | Not recorded | 68fa6f771e209131cea45c57 |

### ERM

ROUGE-1: 17.5. Result ID: 6990d4cb3a6c314849039fad.

[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: 16.97. Result ID: 6990d4cb3a6c314849039faf.

[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.

### DAPA

ROUGE-1: 16.86. Result ID: 6990d4cb3a6c314849039fae.

[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: 16.54. Result ID: 6990d4cb3a6c314849039fb0.

[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: 16.53. Result ID: 6990d4cb3a6c314849039fac.

[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.

### DAPA

ROUGE-1: 14.48. Result ID: 6990d4cb3a6c314849039fb1.

[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.

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