The process of improving open-source data began by manually reviewing samples from each dataset. Typically, 5 to 10 minutes were sufficient to classify data as excellent-quality, good questions with wrong answers, low-quality questions or images, or high-quality with formatting errors. Excellent data was kept largely unchanged. For data with incorrect answers or poor-quality captions, we re-generated responses using GPT-4o and o4-mini, excluding datasets where error rates remained too high. Low-quality questions proved difficult to salvage, but when the images themselves were high quality, we repurposed them as seeds for new caption or visual question answering (VQA) data. Datasets with fundamentally flawed images were excluded entirely. We also fixed a surprisingly large number of formatting and logical errors across widely used open-source datasets.
中欧经贸关系的本质是优势互补，完全能够在发展进程中实现动态平衡。中欧合作的事实表明，相互依赖不是风险，利益交融不是威胁，开放合作不会削弱经济安全，筑墙设垒只能孤立自己。我们乐见欧洲的朋友们走出保护主义的“小阁楼”，来到中国市场的“健身房”，在这里强筋壮骨，提升竞争能力。，详情可参考新收录的资料
。业内人士推荐新收录的资料作为进阶阅读
p := make_point(3, 7);
�@���ꂱ����IPA�������N�ɑł��o����DX���i�X�L���W���iDSS-P�j��5�́u�l�ޗތ^�v��1�ł����u�r�W�l�X�A�[�L�e�N�g�v�̎d���ł��B�r�W�l�X�̍\���i�A�[�L�e�N�`���j�����܂��܂Ȏ��_�����������ĕ��͂��A�r�W�l�X�̑S�̍œK�̂��߂ɉ������ׂ������l�����̂ł��B�܂��ɓ��{���Ƃ̌o�c�헪�����o�c���敔���{�������ׂ��d���ł͂Ȃ��ł��傤���B。新收录的资料对此有专业解读