# Data-to-text Generation on DART (ROUGE-L)

Source: [Data-to-text Generation on DART (ROUGE-L)](<https://www.sota2.com/research/sota/data-to-text-generation-on-dart-rouge-l>)

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

Data updated: 2026-02-26T06:00:42.813Z

Evaluation of Data-to-Text Generation performance on the DART dataset, specifically assessed using the ROUGE-L 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 | Data-to-text Generation |
| Dataset (including any stated split) | DART |
| Metric | ROUGE-L |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 9 of 9 |
| 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-L](<https://www.sota2.com/research/sota/data-to-text-generation-on-dart-rouge-l.md?metric=ROUGE-L>): Higher is better; unit: PERCENT.

## Recorded results

| Method | ROUGE-L | Result date | Report paper |
| --- | --- | --- | --- |
| GENICL | 56.4 | Not recorded | 68fa78c21e209131cea7a598 |
| EPR | 56.2 | Not recorded | 68fa78c21e209131cea7a598 |
| LLM-R | 56 | Not recorded | 68fa78c21e209131cea7a598 |
| BM25 | 55.4 | Not recorded | 68fa78c21e209131cea7a598 |
| E5base | 54.9 | Not recorded | 68fa78c21e209131cea7a598 |
| SBERT | 54.6 | Not recorded | 68fa78c21e209131cea7a598 |
| CBDS | 52.2 | Not recorded | 68fa78c21e209131cea7a598 |
| Random | 34.5 | Not recorded | 68fa78c21e209131cea7a598 |
| Zero-shot | 22.8 | Not recorded | 68fa78c21e209131cea7a598 |

### GENICL

ROUGE-L: 56.4. Result ID: 6995a11a3badfaffe69dcccc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78c21e209131cea7a598.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78c21e209131cea7a598.md>)

[Implementation](<https://foundation-model-research.github.io/GenICL>)

Recorded evaluation configuration: {"Backbone":"LLaMA-7B","Evaluation Setting":"Few-shot (ICL)"}. This record does not assert independent reproduction.

### EPR

ROUGE-L: 56.2. Result ID: 6995a11a3badfaffe69dccca.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78c21e209131cea7a598.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c781e209131cea341f3.md>)

Recorded evaluation configuration: {"Backbone":"LLaMA-7B","Evaluation Setting":"Few-shot (ICL)"}. This record does not assert independent reproduction.

### LLM-R

ROUGE-L: 56. Result ID: 6995a11a3badfaffe69dcccb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78c21e209131cea7a598.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71f21e209131cea53b15.md>)

Recorded evaluation configuration: {"Backbone":"LLaMA-7B","Evaluation Setting":"Few-shot (ICL)"}. This record does not assert independent reproduction.

### BM25

ROUGE-L: 55.4. Result ID: 6995a11a3badfaffe69dccc6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78c21e209131cea7a598.md>)

Recorded evaluation configuration: {"Backbone":"LLaMA-7B","Evaluation Setting":"Few-shot (ICL)"}. This record does not assert independent reproduction.

### E5base

ROUGE-L: 54.9. Result ID: 6995a11a3badfaffe69dccc8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78c21e209131cea7a598.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72491e209131cea5595a.md>)

[Implementation](<https://github.com/microsoft/unilm>)

Recorded evaluation configuration: {"Backbone":"LLaMA-7B","Evaluation Setting":"Few-shot (ICL)"}. This record does not assert independent reproduction.

### SBERT

ROUGE-L: 54.6. Result ID: 6995a11a3badfaffe69dccc7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78c21e209131cea7a598.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66441e209131cea0f5ab.md>)

[Implementation](<https://github.com/UKPLab/sentence-transformers>)

Recorded evaluation configuration: {"Backbone":"LLaMA-7B","Evaluation Setting":"Few-shot (ICL)"}. This record does not assert independent reproduction.

### CBDS

ROUGE-L: 52.2. Result ID: 6995a11a3badfaffe69dccc9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78c21e209131cea7a598.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72211e209131cea54b16.md>)

[Implementation](<https://github.com/WANGXinyiLinda/concept-based-demonstration-selection>)

Recorded evaluation configuration: {"Backbone":"LLaMA-7B","Evaluation Setting":"Few-shot (ICL)"}. This record does not assert independent reproduction.

### Random

ROUGE-L: 34.5. Result ID: 6995a11a3badfaffe69dccc5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78c21e209131cea7a598.md>)

Recorded evaluation configuration: {"Backbone":"LLaMA-7B","Evaluation Setting":"Few-shot (ICL)"}. This record does not assert independent reproduction.

### Zero-shot

ROUGE-L: 22.8. Result ID: 6995a11a3badfaffe69dccc4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78c21e209131cea7a598.md>)

Recorded evaluation configuration: {"Backbone":"LLaMA-7B","Evaluation Setting":"Zero-shot"}. This record does not assert independent reproduction.

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