# Dynamic Aspect-Based Summarization on D-CnnDM (test)

Source: [Dynamic Aspect-Based Summarization on D-CnnDM (test)](<https://www.sota2.com/research/sota/dynamic-aspect-based-summarization-on-d-cnndm-test>)

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

Data updated: 2026-02-26T05:21:22.201Z

Evaluation of Dynamic Aspect-Based Summarization performance on the D-CnnDM test set, utilizing ROUGE scores, BERTScore, and the #AbsAspDiff metric.

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 | Dynamic Aspect-Based Summarization |
| Dataset (including any stated split) | D-CnnDM (test) |
| Metric | #AbsAspDiff |
| Unit | SCALAR |
| Direction | Lower is better |
| Results loaded | 5 of 5 |
| 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

- [#AbsAspDiff](<https://www.sota2.com/research/sota/dynamic-aspect-based-summarization-on-d-cnndm-test.md?metric=%23AbsAspDiff>): Lower is better; unit: SCALAR.

- [BERTScore](<https://www.sota2.com/research/sota/dynamic-aspect-based-summarization-on-d-cnndm-test.md?metric=BERTScore>): Higher is better; unit: SCALAR.

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

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

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

## Recorded results

| Method | #AbsAspDiff | Result date | Report paper |
| --- | --- | --- | --- |
| MODABS | 1 | Not recorded | 68fa73a91e209131cea5dbd4 |
| Keywords | 1.3 | Not recorded | 68fa73a91e209131cea5dbd4 |
| Cluster | 1.3 | Not recorded | 68fa73a91e209131cea5dbd4 |
| GPT-3.5-Tuned | 3.5 | Not recorded | 68fa73a91e209131cea5dbd4 |
| GPT-3.5-Zero | 6.2 | Not recorded | 68fa73a91e209131cea5dbd4 |

### MODABS

#AbsAspDiff: 1. Result ID: 6993070a3a6c314849132a02.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73a91e209131cea5dbd4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73a91e209131cea5dbd4.md>)

[Implementation](<https://github.com/xiaobo-guo/MODABS>)

Recorded evaluation configuration: {"backbone":"Longformer-Encoder-Decoder"}. This record does not assert independent reproduction.

### Keywords

#AbsAspDiff: 1.3. Result ID: 6993070a3a6c3148491329fe.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73a91e209131cea5dbd4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73a81e209131cea5db98.md>)

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

### Cluster

#AbsAspDiff: 1.3. Result ID: 6993070a3a6c3148491329ff.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73a91e209131cea5dbd4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73a81e209131cea5db98.md>)

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

### GPT-3.5-Tuned

#AbsAspDiff: 3.5. Result ID: 6993070a3a6c314849132a01.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73a91e209131cea5dbd4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73a81e209131cea5db98.md>)

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

### GPT-3.5-Zero

#AbsAspDiff: 6.2. Result ID: 6993070a3a6c314849132a00.

[Reporting paper](<https://www.sota2.com/research/paper/68fa73a91e209131cea5dbd4.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73a81e209131cea5db98.md>)

Recorded evaluation configuration: {"mode":"zero-shot"}. This record does not assert independent reproduction.

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