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SynthLabs

@synth_labs

Scaling Up Good Synthetic Reasoning

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linkhttps://www.SynthLabs.ai calendar_today11-05-2022 19:20:00

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SynthLabs
@synth_labs

2 months ago

Our new method (ALP) monitors solve rates across RL rollouts and applies inverse difficulty penalties during RL training. Result? Models learn an implicit difficulty estimator—allocating 5x more tokens to hard vs easy problems, cutting overall usage by 50% 🧵👇1/10

Our new method (ALP) monitors solve rates across RL rollouts and applies inverse difficulty penalties during RL training. Result? Models learn an implicit difficulty estimator—allocating 5x more tokens to hard vs easy problems, cutting overall usage by 50% 🧵👇1/10