Text Simplification
Text simplification is a task in natural language processing aimed at reducing the lexical difficulty and syntactic complexity of text while maintaining its original meaning, to enhance readability and comprehensibility. This task has significant social application value, effectively improving the ability of individuals with cognitive impairments, non-native speakers, and children with reading difficulties to access information.
ASSET
GPT-175B (15 SARI-selected examples, random ordering)
DEplain-APA-sent
DEplain-APA-doc
long-mBART (trained on DEplain-APA-doc)
DEplain-web-doc
DEplain-web-sent
EurekaAlert
MedTSS-BART (Without Training)
Newsela
CRF Alignment + Transformer
PWKP / WikiSmall
TST
TurkCorpus
Wiki-Auto + Turk
WikiLargeFR
mT5 (fine-tuned on MULTI-SIM)