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Quality Estimation research benchmarks – Page 3 · SOTA2 Research

Quality Estimation

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

0.273Pearson (r)

3

Feb 26, 2026

IWSLT short-form EN-ZH 2026

91.5Accuracy

2

Jun 26, 2026

IWSLT short-form EN-DE 2026

76.2Accuracy

2

Jun 26, 2026

Surrey Low-Resource dataset en-te (Telugu)

0.199Spearman Correlation

2

Mar 17, 2026

Surrey Low-Resource dataset si-en (Sinhala)

0.527Spearman Correlation

2

Mar 17, 2026

Surrey Low-Resource dataset ne-en (Nepali)

0.593Spearman Correlation

2

Mar 17, 2026

Surrey Low-Resource dataset et-en (Estonian)

0.741Spearman Correlation

2

Mar 17, 2026

Surrey Low-Resource dataset en-mr (Marathi)

0.458Spearman Correlation

2

Mar 17, 2026

Surrey Low-Resource en-gu (Gujarati)

0.434Spearman Correlation

2

Mar 17, 2026

Surrey Low-Resource dataset en-hi (Hindi)

TRM-QE (frozen)

0.462Spearman Correlation

2

Mar 17, 2026

Surrey Low-Resource en-ta (Tamil)

TRM-QE (frozen)

0.556Spearman Correlation

2

Mar 17, 2026

Page 3 of 3

Popular datasets

WMT Surrey Low-Resource IWSLT English-Indic QE Surrey Low-Resource dataset

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