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Annotation reporting in NLP is improving, but critical details that affect validity are still frequently overlooked, especially in model evaluations.
A clever RL setup lets small, open-source models beat GPT-4o at generating scientific figures from text, proving that data quality and reward engineering can trump sheer size.