Dual-Use Biology Uplift Eval — leaderboard

Human uplift evaluation comparing novices with LLM access against internet-only controls across eight biosecurity-relevant in silico biology task sets.

Source: arxiv.org.

Interactive version: theaggregate.ai/benchmark?slug=dual-use-biology-uplift-eval · How the rankings work · Data refreshed daily, snapshot 2026-07-22.