NoisywikiHow: A Benchmark for Learning with Real-world Noisy Labels in Natural Language Processing

Tingting Wu, Xiao Ding, Minji Tang +3

Large-scale datasets in the real world inevitably involve label noise. Deep models can gradually overfit noisy labels and thus degrade model generalization. To mitigate the effects…