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Rubric Discovery

Meta-environment for learning rubric functions from labeled examples

Domain
rl-env
License
apache-2.0
Published
Feb 2026

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Attribution

Leaderboard scores
prime-hub
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Top score 40.6% by GPT-4.1 Mini - 1 model reporting (1 frontier)

Top models

1
Rubric DiscoveryBar chart with 1 bar. Highest value: GPT-4.1 Mini at 40.6.
1 model

Related tools

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Implementations, trainers, datasets and scaffolds linked to this eval.

FAQ

What is Rubric Discovery?
Meta-environment for learning rubric functions from labeled examples
What is the current top score on Rubric Discovery?
The top reported score is 40.6% by GPT-4.1 Mini, across 1 model reporting (1 from frontier labs).
How can a model improve its Rubric Discovery score?
Tools linked to Rubric Discovery on Sophon include Rubric Discovery RL Env (Community) - RL environments, datasets, and scaffolds that target this eval.
What license is Rubric Discovery under?
Rubric Discovery is available under apache-2.0.