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Thematic Generalization

This benchmark measures how effectively various LLMs can infer a narrow or specific "theme" (category/rule) from a small set of examples and anti-examples, then detect which item truly fits that theme among a collection of misleading candidates.

Domain
rl-env
License
unknown
Published
Sep 2025

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Attribution

Leaderboard scores
prime-hub
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Top score 65.6% by gpt-oss-120b - 1 model reporting (1 frontier)

Top models

1
Thematic GeneralizationBar chart with 1 bar. Highest value: gpt-oss-120b at 65.6.
1 model

Related tools

1
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Implementations, trainers, datasets and scaffolds linked to this eval.

FAQ

What is Thematic Generalization?
This benchmark measures how effectively various LLMs can infer a narrow or specific "theme" (category/rule) from a small set of examples and anti-examples, then detect which item truly fits that theme among a collection of misleading candidates.
What is the current top score on Thematic Generalization?
The top reported score is 65.6% by gpt-oss-120b, across 1 model reporting (1 from frontier labs).
How can a model improve its Thematic Generalization score?
Tools linked to Thematic Generalization on Sophon include Thematic Generalization RL Env (Prime Intellect) - RL environments, datasets, and scaffolds that target this eval.
What license is Thematic Generalization under?
Thematic Generalization is available under unknown.