“We are ready to share them, and we want to share them,” said Marco Kushnir, a spokesperson for General Cherry, a Ukrainian weapons manufacturer that produces one of the best-performing interceptor drones striking Shaheds in the country.
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.
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平均值和中位数的背离，进一步印证了上述趋势——一方面，研发人员数量平均值由上年的722人提升至731 人；另一方面，研发人员的中位数却从上年的216 人降至213 人。这意味着，少数研发密集型企业大量增聘研发人员，多数中小型企业的团队规模维持稳定或略有收缩。
虽然需要忽略内存警告手动加载接近 80GB 的模型，但是运行效果的确非同凡响：