ResearchBenchmarksGenerative Retrieval on D4 (pattern-holdout)Follow0.6216AUCHPPO0.5073040.5369770.566650.596323Jun 25, 2026Evaluation ResultsMethodMethodLinksAUCAttribute Agreement (Attr)Same Item Rate (Same)Joint Probability (Joint)Conditional Probability (Cond)HPPOEval=PatternEval=Pattern2026.060.621628.1167.79.1256.59MO-DiTEval=PatternEval=Pattern2026.060.587122.6773.668.9965.16Avg.Eval=PatternEval=Pattern2026.060.52511780.237.973.02Pre. GREval=PatternEval=Pattern2026.060.511714.6966.445.8262.13