meo Benchmark Domains
The meo benchmark scores models across eleven un-leaked reasoning domains, each isolating a distinct way models fail. Several are generator-as-oracle — fresh, self-verifying, impossible to leak. Pick a domain to see what it tests, why it resists contamination, and which models lead it.
Frequently asked questions
What are the meo benchmark domains?
meo scores models across eleven reasoning domains, each targeting a distinct failure mode — from base-rate bias and theory of mind to long arithmetic and tape-machine simulation. A model’s per-domain profile shows where it genuinely reasons versus where it pattern-matches.
What does “generator-as-oracle” mean?
For several domains (long arithmetic, regex & automata, tape-machine, unsatisfiable constraints, state tracking) every item is generated together with its programmatic ground-truth answer. That yields effectively unlimited fresh, self-verifying problems that cannot be leaked or memorized.
Why split a benchmark into domains at all?
Because a single aggregate score hides where a model is strong or weak. The leaders differ sharply by domain, so per-domain rankings let you match a model to the kind of reasoning your workload actually needs.
Related: all rankings · methodology · full leaderboard.