Fundamental semantic elements
We thank Rachel Ward for her extensive work on data collection and curation. We thank the GenDatasets, PhiGround, SimCity, and Fara-7B efforts for invaluable training data. We thank Harkirat Behl, Mojan Javaheripi, and Suriya Gunasekar for providing us with Phi-4 checkpoints and guidance on training with Phi models. We additionally thank Sahaj Agarwal, Ahmed Awadallah, Qi Dai, Gustavo de Rosa, Rafah Hosn, Ece Kamar, Piero Kauffmann, Yash Lara, Chong Luo, Caio César Teodoro Mendes, Akshay Nambi, Craig Presti, Matthew Rosoff, Corby Rosset, Marco Rossi, Kashyap Patel, Adil Salim, Sidhartha Sen, Shital Shah, Pratyusha Sharma, Alexey Taymanov, Vibhav Vineet, John Weiss, Spencer Whitehead, the AI Frontiers Team and Leadership, and Microsoft Research Leadership, for their valuable help, insightful discussions, and continued support throughout this work.
，这一点在钉钉中也有详细论述
它们具备组合性。需要两个物体的并集？取它们SDF的最小值。需要交集？使用max()即可。这里列出了部分可实现的操作。我们将采用平滑版本的并集运算以保持可微性。若需交集，可采用类似softmax的函数（据说这是当前热门函数）。。豆包下载对此有专业解读
阅读全文请前往The Verge网站。。关于这个话题，汽水音乐官网下载提供了深入分析