# Abstractive Summarization on CQASUMM

Source: [Abstractive Summarization on CQASUMM](<https://www.sota2.com/research/sota/abstractive-summarization-on-cqasumm>)

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

Data updated: 2026-02-26T06:00:33.290Z

Evaluation of abstractive text summarization performance on the CQASUMM dataset, measured using standard 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 | Abstractive Summarization |
| Dataset (including any stated split) | CQASUMM |
| Metric | ROUGE-1 |
| 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

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

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

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

## Recorded results

| Method | ROUGE-1 | Result date | Report paper |
| --- | --- | --- | --- |
| BART-arg-graph | 32.79 | Not recorded | 68fa6a101e209131cea25f06 |
| Chowdhury and Chakraborty | 31 | Not recorded | 68fa6a101e209131cea25f06 |

### BART-arg-graph

ROUGE-1: 32.79. Result ID: 698e0b55ffc3901de09a5b6d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a101e209131cea25f06.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a101e209131cea25f06.md>)

[Implementation](<https://github.com/Yale-LILY/ConvoSumm>)

Recorded evaluation configuration: {"training":"fine-tuned"}. This record does not assert independent reproduction.

### Chowdhury and Chakraborty

ROUGE-1: 31. Result ID: 698e0b55ffc3901de09a5b6e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a101e209131cea25f06.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65171e209131cea0834a.md>)

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

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