ResearchBenchmarksLanguage Modeling on General TextLanguage Modeling on General TextFollow0.1514LossBaseline-0.0859041.5158983.11774.719502Apr 26, 2026Evaluation resultsMethodMethodLinksLossPerplexity (PPL)Utility ScoreBaselinePrivacy=Non-privatePrivacy=Non-private2026.040.1514179.91100LLM-CEGε=8ε=82026.041.0416119.63150.4LLM-CEGε=2ε=22026.042.7881121.27148.3LLM-CEGε=0.5ε=0.52026.046.084121.97147.5