Glossary · Term

SimpleRL-Zoo

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Definition

Plain language

An open RL training pipeline for reasoning models used as a comparison baseline.

As stated in the literature

An open-source GRPO-based RL post-training recipe for reasoning models on math problems, used as a cost baseline against ReasonMaxxer.

Why it matters: Open, reproducible RL pipelines provide the cost baseline that new methods have to beat to claim real efficiency gains.

For example, when reporting cost savings from a new training trick, researchers compare against SimpleRL-Zoo's GRPO recipe on the same math benchmarks.

Heard on the show

“… At seven billion parameters, against a baseline called SimpleRL-Zoo that uses GRPO on roughly eight thousand math problems and costs in the hundreds to low thousands …”
Episode 026 — What RL Actually Does to Language Models, at the Token Level

Mentioned in 1 episode

  1. 026
    What RL Actually Does to Language Models, at the Token Level

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