ResearchBenchmarksText Simplification on PLOS 500 samples (human evaluation)Text Simplification on PLOS 500 samples (human evaluation)Follow4.1CoherenceNRLB3.13283.38393.6353.8861Apr 12, 2026Evaluation resultsMethodMethodLinksCoherenceSimplicityFaithfulnessPreferenceNRLBHuman evaluation group...Human evaluation group=Non-Native2026.044.13.853.8575AgentSimpHuman evaluation group...Human evaluation group=Non-Native2026.043.772.613.78—AgentSimpHuman evaluation group...Human evaluation group=Elementary School Student2026.043.332.832.83—NRLBHuman evaluation group...Human evaluation group=Elementary School Student2026.043.172.833.3366.7