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Training updates that improve performance in LLMs can actually degrade inference quality鈥攗nless you use the new Monotonic Inference Policy Update framework.
Forget scaling laws: verifiable RL can teach smaller models to abstain and clarify unanswerable questions as well as much larger models.
