# Short Text Generation on Stylized Feedback Generation Benchmark

Source: [Short Text Generation on Stylized Feedback Generation Benchmark](<https://www.sota2.com/research/sota/short-text-generation-on-stylized-feedback-generation-benchmark>)

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

Data updated: 2026-04-29T07:21:44.174Z

Evaluation of models performing short text generation on the Stylized Feedback Generation Benchmark, measured using R-1, R-L, MET, and LLM scores.

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 | Short Text Generation |
| Dataset (including any stated split) | Stylized Feedback Generation Benchmark |
| Metric | ROUGE-1 Score |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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 Score](<https://www.sota2.com/research/sota/short-text-generation-on-stylized-feedback-generation-benchmark.md?metric=ROUGE-1%20Score>): Higher is better; unit: SCALAR.

- [ROUGE-L Score](<https://www.sota2.com/research/sota/short-text-generation-on-stylized-feedback-generation-benchmark.md?metric=ROUGE-L%20Score>): Higher is better; unit: SCALAR.

- [MET Score](<https://www.sota2.com/research/sota/short-text-generation-on-stylized-feedback-generation-benchmark.md?metric=MET%20Score>): Higher is better; unit: SCALAR.

- [LLM Score](<https://www.sota2.com/research/sota/short-text-generation-on-stylized-feedback-generation-benchmark.md?metric=LLM%20Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | ROUGE-1 Score | Result date | Report paper |
| --- | --- | --- | --- |
| PAT | 0.191 | Not recorded | 69f1907655a3c32af89fb9b5 |
| GraSPeR | 0.17 | Not recorded | 69f1907655a3c32af89fb9b5 |
| PAT | 0.166 | Not recorded | 69f1907655a3c32af89fb9b5 |
| GraSPeR | 0.157 | Not recorded | 69f1907655a3c32af89fb9b5 |
| PGraph | 0.139 | Not recorded | 69f1907655a3c32af89fb9b5 |
| PGraph | 0.127 | Not recorded | 69f1907655a3c32af89fb9b5 |
| LaMP | 0.121 | Not recorded | 69f1907655a3c32af89fb9b5 |
| LaMP | 0.115 | Not recorded | 69f1907655a3c32af89fb9b5 |

### PAT

ROUGE-1 Score: 0.191. Result ID: 69f1b10d47f34ce924d7c09d.

[Reporting paper](<https://www.sota2.com/research/paper/69f1907655a3c32af89fb9b5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69f1907655a3c32af89fb9b5.md>)

Recorded evaluation configuration: {"LLM":"Qwen3"}. This record does not assert independent reproduction.

### GraSPeR

ROUGE-1 Score: 0.17. Result ID: 69f1b10d47f34ce924d7c09f.

[Reporting paper](<https://www.sota2.com/research/paper/69f1907655a3c32af89fb9b5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699fd35a2d603e6de3e3bc8e.md>)

Recorded evaluation configuration: {"LLM":"Qwen3"}. This record does not assert independent reproduction.

### PAT

ROUGE-1 Score: 0.166. Result ID: 69f1b10d47f34ce924d7c09e.

[Reporting paper](<https://www.sota2.com/research/paper/69f1907655a3c32af89fb9b5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69f1907655a3c32af89fb9b5.md>)

Recorded evaluation configuration: {"LLM":"LlaMA3"}. This record does not assert independent reproduction.

### GraSPeR

ROUGE-1 Score: 0.157. Result ID: 69f1b10d47f34ce924d7c0a0.

[Reporting paper](<https://www.sota2.com/research/paper/69f1907655a3c32af89fb9b5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/699fd35a2d603e6de3e3bc8e.md>)

Recorded evaluation configuration: {"LLM":"LlaMA3"}. This record does not assert independent reproduction.

### PGraph

ROUGE-1 Score: 0.139. Result ID: 69f1b10d47f34ce924d7c0a2.

[Reporting paper](<https://www.sota2.com/research/paper/69f1907655a3c32af89fb9b5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79081e209131cea7bcb1.md>)

Recorded evaluation configuration: {"LLM":"LlaMA3"}. This record does not assert independent reproduction.

### PGraph

ROUGE-1 Score: 0.127. Result ID: 69f1b10d47f34ce924d7c0a1.

[Reporting paper](<https://www.sota2.com/research/paper/69f1907655a3c32af89fb9b5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79081e209131cea7bcb1.md>)

Recorded evaluation configuration: {"LLM":"Qwen3"}. This record does not assert independent reproduction.

### LaMP

ROUGE-1 Score: 0.121. Result ID: 69f1b10d47f34ce924d7c0a4.

[Reporting paper](<https://www.sota2.com/research/paper/69f1907655a3c32af89fb9b5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73701e209131cea5c7af.md>)

[Implementation](<http://lamp-benchmark.github.io/>)

Recorded evaluation configuration: {"LLM":"LlaMA3"}. This record does not assert independent reproduction.

### LaMP

ROUGE-1 Score: 0.115. Result ID: 69f1b10d47f34ce924d7c0a3.

[Reporting paper](<https://www.sota2.com/research/paper/69f1907655a3c32af89fb9b5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa73701e209131cea5c7af.md>)

[Implementation](<http://lamp-benchmark.github.io/>)

Recorded evaluation configuration: {"LLM":"Qwen3"}. This record does not assert independent reproduction.

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