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SotA/Natural Language Processing/Text Simplification

Text Simplification

37 benchmarks468 papers

Text Simplification is the task of reducing the complexity of the vocabulary and sentence structure of text while retaining its original meaning, with the goal of improving readability and understanding. Simplification has a variety of important societal applications, for example increasing accessibility for those with cognitive disabilities such as aphasia, dyslexia, and autism, or for non-native speakers and children with reading difficulties.

<span class="description-source">Source: Multilingual Unsupervised Sentence Simplification</span>

Benchmarks

Text Simplification on TurkCorpus

SARI (EASSE>=0.2.1)BLEUFKGLMETEORQuestEval (Reference-less, BERTScore)

Text Simplification on ASSET

SARI (EASSE>=0.2.1)FKGLBLEUMETEORQuestEval (Reference-less, BERTScore)

Text Simplification on Newsela

SARIBLEU

Text Simplification on PWKP / WikiSmall

SARIBLEUSARI (EASSE>=0.2.1)

Text Simplification on DEplain-APA-doc

SARI (EASSE>=0.2.1)BLEUBertScore (Precision)FRE (Flesch Reading Ease)

Text Simplification on DEplain-web-doc

SARI (EASSE>=0.2.1)BLEUBertScore (Precision)FRE (Flesch Reading Ease)

Text Simplification on DEplain-APA-sent

SARI (EASSE>=0.2.1)BLEUBertScore (Precision)FRE (Flesch Reading Ease)

Text Simplification on DEplain-web-sent

SARI (EASSE>=0.2.1)BLEUBertScore (Precision)FRE (Flesch Reading Ease)

Text Simplification on EurekaAlert

Rouge1SARI

Text Simplification on WikiLargeFR

SARI

Text Simplification on Wiki-Auto + Turk

BLEU-4METEORROUGE-2