ResearchBenchmarksFactuality Correction on Adversarial FactualityFactuality Correction on Adversarial FactualityFollow98.1Factuality CorrectionDIRECTER94.14895.17496.297.226Mar 6, 2026Evaluation resultsMethodMethodLinksFactuality CorrectionDIRECTERbeta=0.7beta=0.72026.0398.1DIRECTERbeta=0.3beta=0.32026.0397.6DIRECTERbeta=0.5beta=0.52026.0396.7BaselineZero-shot=trueZero-shot=true2026.0394.3