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View Code? Open in Web Editor NEWknowledge distillation: 采用知识蒸馏,训练bert后指导textcnn
knowledge distillation: 采用知识蒸馏,训练bert后指导textcnn
我在自己的数据集上试了一下,bert的效果大概是85%,textCNN是79%, 然后用蒸馏大概只有77.8%.
蒸馏相关的两个参数都是按照你代码里的:
self.T = 10 # 调整温度
self.alpha = 0.9 # 调整soft_target loss 和 hard_target loss 比重
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