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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其次，抓制度建设，出台《关于推动新时代上海法院院校合作常态化长效化的实施意见》，并同步配套印发《特聘教授聘任与管理办法》《实务课程建设与管理办法》等一系列制度。
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Friends was designed with soft, curved lines so it can blend naturally into human environments such as homes and care facilities. To create a friendly impression, the robot uses a display for its eyes, allowing it to express emotions in a human‑like way. The name “Friends” reflects the idea behind the project—a robot that can truly become a friend to people.
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