62 citations · 423 across the 54 of their papers we have counts for
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cs.LG2018★ 43 cited
FewRel: A Large-Scale Supervised Few-Shot Relation Classification Dataset with State-of-the-Art Evaluation
Xu Han, Hao Zhu, Pengfei Yu +4
We present a Few-Shot Relation Classification Dataset (FewRel), consisting of 70, 000 sentences on 100 relations derived from Wikipedia and annotated by crowdworkers. The relation…
cs.LG2018★ 1 cited
Rethinking Breiman's Dilemma in Neural Networks: Phase Transitions of Margin Dynamics
Weizhi Zhu, Yifei Huang, Yuan Yao
Margin enlargement over training data has been an important strategy since perceptrons in machine learning for the purpose of boosting the robustness of classifiers toward a good g…
cs.LG2018★ 3 cited
A Margin-based MLE for Crowdsourced Partial Ranking
Qianqian Xu, Jiechao Xiong, Xinwei Sun +4
A preference order or ranking aggregated from pairwise comparison data is commonly understood as a strict total order. However, in real-world scenarios, some items are intrinsicall…