Identifying Offensive Language in Social Media

Dataset: OLID

Experiments:

Machine Learning

• Unigram + TF-IDF + Linear SVC
• Bi-gram + TF-IDF + Linear SVC
• Tri-gram + TF-IDF + Linear SVC
• Unigram and Bi-gram + TF-IDF + Linear SVC
• Bi-gram and Tri-gram + TF-IDF + Linear SVC
• Unigram, Bi-gram and Tri-gram + TF-IDF + Linear SVC
• Unigram + Count Vectorizer + Linear SVC
• Bi-gram + Count Vectorizer + Linear SVC
• Tri-gram + Count Vectorizer + Linear SVC
• Unigram and Bi-gram + Count Vectorizer + Linear SVC
• Bi-gram and Tri-gram + Count Vectorizer + Linear SVC
• Unigram, Bi-gram and Tri-gram + Count Vectorizer + Linear SVC

Deep Learning

• Embedding + BiLSTM + Dense

Deep Hybird Learning

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