从绿皮火车到更多碎片化场景，从应急口粮到餐桌主食，方便面经历了半个世纪依然“热辣滚烫”，因为其不仅仅只是一碗面，还是一代人生活方式的情感共鸣。
⍝ Sum-reduce by rows
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const uint32_t m = 0x5bd1e995;
Research on long-tailed classification robustness has suggested that balancing or removing data from overrepresented tasks or subgroups (opens in new tab) is an effective method for ensuring good performance. Nevertheless, these insights are not fully utilized or explored when it comes to training VLMs, which at times have favored scale over careful data balancing. To achieve our goals, we conducted a set of experiments to analyze a range of data ratios between our focus domains.