PrivLM-Bench — leaderboard

Multi-level privacy evaluation benchmark for language models, quantifying privacy leakage through empirical attacks and privacy objectives rather than relying only on differential-privacy parameters.

Source: aclanthology.org.

Interactive version: theaggregate.ai/benchmark?slug=privlm-bench · How the rankings work · Data refreshed daily, snapshot 2026-07-22.