# Aspect-based Summarization on D-CnnDM (test)

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

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

Data updated: 2026-02-26T05:39:29.588Z

Evaluation of summarization quality on the D-CnnDM test set, specifically focusing on aspect-based criteria such as Coherence, Consistency, Relevance, and Aspect Quality.

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 | Aspect-based summarization |
| Dataset (including any stated split) | D-CnnDM (test) |
| Metric | Coherence |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 4 of 4 |
| 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

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

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

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

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

- [Aspect Quality](<https://www.sota2.com/research/sota/aspect-based-summarization-on-d-cnndm-test.md?metric=Aspect%20Quality>): Higher is better; unit: SCALAR.

- [Rank Score](<https://www.sota2.com/research/sota/aspect-based-summarization-on-d-cnndm-test.md?metric=Rank%20Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Coherence | Result date | Report paper |
| --- | --- | --- | --- |
| MODABS | 3.83 | Not recorded | 68fa73a91e209131cea5dbd4 |
| Cluster | 3.5 | Not recorded | 68fa73a91e209131cea5dbd4 |
| GPT-3.5-Zero | 3.21 | Not recorded | 68fa73a91e209131cea5dbd4 |
| Keywords | 3.17 | Not recorded | 68fa73a91e209131cea5dbd4 |

### MODABS

Coherence: 3.83. Result ID: 6993070a3a6c3148491329f4.

[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: Not recorded. This record does not assert independent reproduction.

### Cluster

Coherence: 3.5. Result ID: 6993070a3a6c3148491329f3.

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

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

Recorded evaluation configuration: {"Backbone":"BERTopic"}. This record does not assert independent reproduction.

### GPT-3.5-Zero

Coherence: 3.21. Result ID: 6993070a3a6c3148491329f1.

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

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

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

### Keywords

Coherence: 3.17. Result ID: 6993070a3a6c3148491329f2.

[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.

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