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Optimal LLM pretraining actually requires *overtraining* when you account for inference costs, overturning conventional scaling wisdom.
Forget expensive human annotations: RubiCap uses LLM-generated rubrics to train image captioning models via RL, achieving superhuman performance and even improving VLM pretraining.
