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.
TurkCorpus
Newsela
CRF Alignment + Transformer
ASSET
GPT-175B (15 SARI-selected examples, random ordering)
PWKP / WikiSmall
TST
DEplain-APA-doc
long-mBART (trained on DEplain-APA-doc)
DEplain-web-doc
EurekaAlert
MedTSS-BART (Without Training)
DEplain-APA-sent
DEplain-web-sent
WikiLargeFR
mT5 (fine-tuned on MULTI-SIM)
Wiki-Auto + Turk