Transformer Baseline Models Sample Clauses

Transformer Baseline Models. ‌ To determine the best-performed emotion classifier for college-related Reddit posts, baseline models were developed first to be compared with unsupervised models in- troduced in later sections. Transformer models (introduced in Section 2.5) that were used as baselines included ▇▇▇▇ and ▇▇▇▇▇▇▇ (base and large). To control the experiments so that I could make comparisons between models, the configurations of all models were set to be the same: for example, they used a batch size of 32 with 3 epochs of training, dropout probability of 0.1, and 12 number of hidden layers. The dataset used to train the model was the training set from the Empathetic Dia- logues (ED-32 and ED-8) with situations and their corresponding emotion labels. The goal of this training process is to allow the emotion classifier to detect emotions given a situational sentence that is similar to the language from the Reddit College data. These models were also compared with unsupervised approaches in later sections.
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