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  "text": "Researchers' brilliant ideas often get lost in the sea of endless SOTA claims on weak baselines. At Marin we battle-test ideas in an open arena, where anyone's idea can be promoted to the next hero run. One that recently rose up was @Jianlin_S  MoE Quantile Balancing, used in our last 1e22 and ongoing 130B run. Animated visuals of how QB performed are available in the OpenAthena blog. https://t.co/BDSsonuNH7",
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