
Humanity’s Last Exam
What it measures and how
Fix tasks, tool conditions and judges. Compare HLE, HLE-Rolling and tool-assisted results separately. AA v4.3 already includes HLE; any usable specialized results would serve categories only, without duplicate overall votes.
How this evidence is used
Under observation: the organization has added some new models, but raw scores still lack verifiable evaluation dates. Epoch’s self-evaluation license is not substituted, and existing AA aggregate evidence is not counted again.
Limitations and attribution
Under observation: the organization has added some new models, but raw scores still lack verifiable evaluation dates. Epoch’s self-evaluation license is not substituted, and existing AA aggregate evidence is not counted again.
Data license: Evaluation code is MIT. Display terms for official leaderboard results remain unconfirmed.
Results are published by CAIS / Scale AI. Raw scores and the e/acc consensus index use different scales and cannot be added directly.