Baobao Algorithm Notes
Baobao Algorithm Notes
Aug 17, 2025 · Artificial Intelligence

Boost 7B LLM Math Reasoning Beyond GPT‑4o with a Simple Pass@k Reward

By replacing the traditional Pass@1 reward with a Pass@k formulation and a lightweight advantage computation, a 7B language model can dramatically improve its performance on math reasoning benchmarks, surpassing GPT‑4o while adding only a few lines of code and minimal training overhead.

PythonRLHFreward engineering
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Boost 7B LLM Math Reasoning Beyond GPT‑4o with a Simple Pass@k Reward