Sentylic at IEST 2018: Gated Recurrent Neural Network and Capsule Network Based Approach for Implicit Emotion Detection
Table 3: Performance analysis of different variants of the proposed system
['[BOLD] Model', '[BOLD] Macro-F1']
We have tried several variants of the proposed model. which is one of the other prominent types of RNNs. However, the results showed a minor drop. Another variant is to use two layers of GRUs instead of using a single layer. Even this approach made the performance of the model slightly lesser. A potential reason for this could be model over-fitting. Using a single GRU layer followed by the Capsnet gave the best performance.