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cs.LG2021★ 6 cited
Sparse-softmax: A Simpler and Faster Alternative Softmax Transformation
Shaoshi Sun, Zhenyuan Zhang, BoCheng Huang +4
The softmax function is widely used in artificial neural networks for the multiclass classification problems, where the softmax transformation enforces the output to be positive an…
cs.LG2021★ 1 cited
Inconsistent Few-Shot Relation Classification via Cross-Attentional Prototype Networks with Contrastive Learning
Hongru Wang, Zhijing Jin, Jiarun Cao +2
Standard few-shot relation classification (RC) is designed to learn a robust classifier with only few labeled data for each class. However, previous works rarely investigate the ef…