Table 1 Summarization of literature review.
From: Leveraging hybrid model for accurate sentiment analysis of Twitter data
References | Methodology | Cons |
|---|---|---|
Zhuojun Lyu8 | Bi-LSTM with Attention Mechanism | Slow training and inference |
Jiayi Tang9 | Transformer-based model | Lack of interpretability & explainability |
Ang Jia Pheng et al.10 | Bi-LSTM | Vanishing gradient problem in very long sequences |
Ankit and Nabizath Saleena11 | Ensemble Learning | Over-fitting to training data |
Rhea Bharal and Vamsi Krishna12 | CNN- Bi-LSTM | Fails to capture global context |
Dhyan and Thakur13 | MapReduce | Lack of iterative processing efficiency |
Upadhyay et al.14 | Linear SVM | Fails on complex sentiment structure |
