# Pearson correlation analysis on Tasks robust to language variation

Source: [Pearson correlation analysis on Tasks robust to language variation](<https://www.sota2.com/research/sota/pearson-correlation-analysis-on-tasks-robust-to-language-variation>)

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

Data updated: 2026-02-26T05:57:41.819Z

Evaluation of model performance using Pearson correlation analysis on the 'Tasks robust to language variation' dataset.

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 | Pearson correlation analysis |
| Dataset (including any stated split) | Tasks robust to language variation |
| Metric | Pearson Correlation (r) |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| 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

- [Pearson Correlation (r)](<https://www.sota2.com/research/sota/pearson-correlation-analysis-on-tasks-robust-to-language-variation.md?metric=Pearson%20Correlation%20(r)>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Pearson Correlation (r) | Result date | Report paper |
| --- | --- | --- | --- |
| logistic regression | 0.85 | Not recorded | 68fa79d81e209131cea7fb76 |
| Rényi Efficiency | -0.22 | Not recorded | 68fa79d81e209131cea7fb76 |
| Corpus Token Count | -0.45 | Not recorded | 68fa79d81e209131cea7fb76 |

### logistic regression

Pearson Correlation (r): 0.85. Result ID: 698b62707a967eddb76e2893.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79d81e209131cea7fb76.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79d81e209131cea7fb76.md>)

[Implementation](<https://github.com/nlpsoc/Tokenization-Language-Variation>)

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

### Rényi Efficiency

Pearson Correlation (r): -0.22. Result ID: 698b62707a967eddb76e2891.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79d81e209131cea7fb76.md>)

Recorded evaluation configuration: {"Alpha":"2.5"}. This record does not assert independent reproduction.

### Corpus Token Count

Pearson Correlation (r): -0.45. Result ID: 698b62707a967eddb76e2892.

[Reporting paper](<https://www.sota2.com/research/paper/68fa79d81e209131cea7fb76.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a0f1e209131cea25eac.md>)

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

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