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Text Simplification research benchmarks – Page 2 · SOTA2 Research

Text Simplification

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

BigPatent 500 samples (human evaluation)

4.27Coherence

4

May 29, 2026

BillSum 500 samples (human evaluation)

4.3Coherence

4

May 29, 2026

GovReport 500 samples (human evaluation)

4.27Coherence

4

May 29, 2026

PLOS 500 samples (human evaluation)

4.1Coherence

4

May 29, 2026

Wikipedia auto (test)

Simple (reference)

81.7SARI

4

Feb 26, 2026

CVE descriptions (test)

0.14D-SARI

3

Feb 26, 2026

FestAbility (test)

Metric-Based in-context Learning (MBL-Best)

44.86SARI

3

Feb 26, 2026

GPT-3.5-turbo + SENSE

14.31BLEU

2

Feb 26, 2026

GPT-3.5-turbo + SENSE

63.42BLEU

2

Feb 26, 2026

Page 2 of 2

Popular datasets

Wikipedia Newsela ASSET Text Simplification GovReport

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