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chenbinghui1 avatar chenbinghui1 commented on July 28, 2024

@lzhhha 假设在10%labeled data 设置下，一个epoch中labeled数据会重复9次；而对于baseline 来说，由于只有labeled data 故只重复一次（但是整体的训练epoch总数会放大一定的倍数，目的是为了保证有效的iter次数，例如10%labeled data的baseline模型大概会在55epoch的时候取得最佳性能；当然这个放大的倍数也不完全等于9，因为数据较少的时候，过多的iter会导致严重的过拟合，所以根据经验，10%数据的时候 baseline模型大概跑到55epoch的时候 就可以了）

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lzhhha avatar lzhhha commented on July 28, 2024

非常感谢您的解答，假设在10%labeled data 设置下，这样的话baseline的迭代数量大概是半监督的两倍多是吗？

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chenbinghui1 avatar chenbinghui1 commented on July 28, 2024

@lzhhha emm 其实看从什么维度对比，只关注epoch个数 那大概是2-3倍 但是真正的iteration次数 可能只是半监督的不到一半，甚至更少。

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lzhhha avatar lzhhha commented on July 28, 2024

好的明白，非常感谢您的回答

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chenbinghui1 avatar chenbinghui1 commented on July 28, 2024

@lzhhha 不客气~ 感谢关注

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