ResearchBenchmarksPersonally Identifiable Information Processing on PII-300k 64 recordsPersonally Identifiable Information Processing on PII-300k 64 recordsFollow100Structural ScoreDirect3551.87568.7585.625May 14, 2026Evaluation resultsMethodMethodLinksStructural ScoreSemantic ScoreDirectLLM Backend=GPT-5.4 miniLLM Backend=GPT-5.4 mini2026.0510077.5APWALLM Backend=GPT-5.4 miniLLM Backend=GPT-5.4 mini2026.0510075.9MegaAgentLLM Backend=GPT-4.1 miniLLM Backend=GPT-4.1 mini2026.0537.50