1 code implementation • COLING 2022 • François Castagnos, Martin Mihelich, Charles Dognin
The cross-entropy loss function is widely used and generally considered the default loss function for text classification.
no code implementations • Findings of the Association for Computational Linguistics 2020 • Yichen Jiang, Shikha Bordia, Zheng Zhong, Charles Dognin, Maneesh Singh, Mohit Bansal
We introduce HoVer (HOppy VERification), a dataset for many-hop evidence extraction and fact verification.
2 code implementations • IJCNLP 2019 • Ameya Prabhu, Charles Dognin, Maneesh Singh
The exploding cost and time needed for data labeling and model training are bottlenecks for training DNN models on large datasets.
Ranked #2 on Text Classification on Amazon-5
no code implementations • 7 Aug 2019 • Martin Mihelich, Charles Dognin, Yan Shu, Michael Blot
First, we prove that for any estimator, increasing the number of bagged estimators $N$ in the average can only reduce the MSE.