mgadel/insincere-questions-classification

My submission to Kaggle "Quora Insincere Questions Classification" challege

Insincere-Questions-Classification

Submission to Kaggle "Quora Insincere Questions Classification" challenge :

" In this competition you will be predicting whether a question asked on Quora is sincere or not.

An insincere question is defined as a question intended to make a statement rather than look for helpful answers. Some characteristics that can signify that a question is insincere:

Has a non-neutral tone Is disparaging or inflammatory Isn't grounded in reality Uses sexual content (incest, bestiality, pedophilia) for shock value, and not to seek genuine answers

The training data includes the question that was asked, and whether it was identified as insincere (target = 1). The ground-truth labels contain some amount of noise: they are not guaranteed to be perfect. "

Neural Network :

1. Bi-LSTM
2. Concatenated with Attention (Hierarchical Attention Network) see

https://www.cs.cmu.edu/~./hovy/papers/16HLT-hierarchical-attention-networks.pdf