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Evaluations

Leaderboards

Living leaderboards from our evaluation work — interactive, multi-dimensional, and grounded in real human judgement at population scale.

A field of seed-stems gathering into a tall cluster — many human judgements converging into a ranking.

Human evaluation

HUMAINE Leaderboard

A demographically-aware, multi-dimensional human-preference leaderboard: 27 models judged by 20,000+ stratified participants and ranked with a hierarchical Bradley–Terry–Davidson model. Compare models head-to-head, by metric, and across 22 demographic groups.

A radial bloom over concentric contour rings, crossed by a single plumb-line — behaviour measured against a held boundary.

Alignment

Alignment Leaderboard

Behavioural alignment evaluated under realistic pressure — 904 multi-turn scenarios across Honesty, Safety, Non-Manipulation, Robustness, Corrigibility, and Scheming. Ranks how models actually behave when instructions conflict, not what they claim they would do.

A heart-shaped leaf printed in two inks that do not quite line up, inside hand-drawn contour rings, with seedlings along the ground: what people trust and what is safe, examined closely.

Health evaluation

HUMAINE Health

How the public uses and judges AI for their health, and how the same models hold up when practising clinicians check the advice: where models' health advice goes wrong, what people ask and reward, and why AI judges need checking against clinicians.