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Text Quality Assessment research benchmarks · SOTA2 Research

Text Quality Assessment

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

4.17Average Rank

20

May 26, 2026

0.842PLCC

16

Mar 10, 2026

Gemma-7B Unmodified watermarked text quality

12.188Perplexity (PPL)

11

Jul 1, 2026

0.942PLCC

6

Mar 10, 2026

Law-MT Out of Domain (test)

0.75Preference Better

4

Feb 26, 2026

WikiText-103 In Domain (test)

0.67GPT-4 Preference Ratio (Better)

4

Feb 26, 2026

GEMMA-7B generated text samples (test)

3.55Fluency Score

2

Mar 4, 2026

OPT-6.7B generated text samples (test)

3.47Fluency

2

Mar 4, 2026

Popular datasets

TIQA OPT C4 WikiText-103 Gemma

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