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Adam can achieve linear convergence on highly degenerate polynomials without careful tuning, thanks to a built-in mechanism that exponentially amplifies the effective learning rate.
Key contribution not extracted.
Stop wasting compute: PonderLM-3 learns to spend extra inference FLOPs only on the tokens that actually need them, outperforming fixed-step pondering methods.
