Natural Language Inference over Interaction Space: ICLR 2018 Reproducibility Report

February 09, 2018 ยท Declared Dead ยท ๐Ÿ› arXiv.org

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Authors Martin Mirakyan, Karen Hambardzumyan, Hrant Khachatrian arXiv ID 1802.03198 Category cs.CL: Computation & Language Citations 9 Venue arXiv.org Last Checked 5 months ago
Abstract
We have tried to reproduce the results of the paper "Natural Language Inference over Interaction Space" submitted to ICLR 2018 conference as part of the ICLR 2018 Reproducibility Challenge. Initially, we were not aware that the code was available, so we started to implement the network from scratch. We have evaluated our version of the model on Stanford NLI dataset and reached 86.38% accuracy on the test set, while the paper claims 88.0% accuracy. The main difference, as we understand it, comes from the optimizers and the way model selection is performed.
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