ViralTopic

Verifiable-reward RL regime

April 5, 2026William Fedus

William Fedus says RL against verifiable rewards in LLMs opened a powerful regime and pushes teams to frame more problems where success is clean and easy to check.

RL against verifiable rewards in LLMs has clearly opened a very powerful regime.
It works
You optimize for tasks where the reward is clean
where success is easy to check
William Fedus
rlevals

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