# Short Text Generation on Personalization Benchmark Short Text

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

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

Data updated: 2026-04-29T07:21:44.323Z

Evaluation of models performing short text generation on the Personalization Benchmark Short Text dataset, 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) | Personalization Benchmark Short Text |
| Metric | R-1 |
| 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

- [R-1](<https://www.sota2.com/research/sota/short-text-generation-on-personalization-benchmark-short-text.md?metric=R-1>): Higher is better; unit: SCALAR.

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

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

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

## Recorded results

| Method | R-1 | Result date | Report paper |
| --- | --- | --- | --- |
| PAT | 0.157 | Not recorded | 69f1907655a3c32af89fb9b5 |
| GraSPeR | 0.148 | Not recorded | 69f1907655a3c32af89fb9b5 |
| PGraph | 0.126 | Not recorded | 69f1907655a3c32af89fb9b5 |
| LaMP | 0.112 | Not recorded | 69f1907655a3c32af89fb9b5 |

### PAT

R-1: 0.157. Result ID: 69f1b10d47f34ce924d7c0b9.

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

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

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

### GraSPeR

R-1: 0.148. Result ID: 69f1b10d47f34ce924d7c0ba.

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

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

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

### PGraph

R-1: 0.126. Result ID: 69f1b10d47f34ce924d7c0bb.

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

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

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

### LaMP

R-1: 0.112. Result ID: 69f1b10d47f34ce924d7c0bc.

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

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