34 citations · 114 across the 20 of their papers we have counts for
Showing 2017Show all
3 papers · 1 filter
cs.LG2017★ 7 cited
Meta Networks
Tsendsuren Munkhdalai, Hong Yu
Neural networks have been successfully applied in applications with a large amount of labeled data. However, the task of rapid generalization on new concepts with small training da…
cs.CL2017★ 5 cited
Soft Label Memorization-Generalization for Natural Language Inference
John P. Lalor, Hao Wu, Hong Yu
Often when multiple labels are obtained for a training example it is assumed that there is an element of noise that must be accounted for. It has been shown that this disagreement…
cs.CL2017
Understanding Deep Learning Performance through an Examination of Test Set Difficulty: A Psychometric Case Study
John P. Lalor, Hao Wu, Tsendsuren Munkhdalai +1
Interpreting the performance of deep learning models beyond test set accuracy is challenging. Characteristics of individual data points are often not considered during evaluation,…