ResearchBenchmarksText Simplification on GovReport 500 samples (human evaluation)Follow4.27CoherenceNRLB3.63563.80033.9654.1297Apr 12, 2026Evaluation ResultsMethodMethodLinksCoherenceSimplicityFaithfulnessPreferenceNRLBHuman evaluation group...Human evaluation group=Non-Native2026.044.273.734.1265NRLBHuman evaluation group...Human evaluation group=Elementary School Student2026.043.893.563.3355.7AgentSimpHuman evaluation group...Human evaluation group=Non-Native2026.043.723.353.62—AgentSimpHuman evaluation group...Human evaluation group=Elementary School Student2026.043.663.113—