1 research outputs found
Theedhum Nandrum@Dravidian-CodeMix-FIRE2020: ASentiment Polarity Classifier for YouTube Commentswith Code-switching between Tamil, Malayalam andEnglish
Theedhum Nandrum is a sentiment polarity detection system using two
approaches--a Stochastic Gradient Descent (SGD) Classifier and a Recurrent
Neural Network (RNN) Classifier. Our approach utilises language features like
the use of emoji, choice of scripts and code mixing which appeared quite marked
in the datasets specified for the Dravidian Codemix - FIRE 2020 task. The
hyperparameters for the SGD were tuned using GridSearchCV on the training data
supplied. Our system was ranked 4th in Tamil-English with a weighted average F1
score of 0.62 and 9th in Malayalam-English with a score of 0.65. Our code is
published in github at https://github.com/oligoglot/theedhum-nandrum.Comment: FIRE 2020, December 16-20, 2020, Hyderabad, Indi