Identifying Incident Causal Factors to Improve Aviation Transportation Safety: Proposing a Deep Learning Approach

Figure 4

Language model learning curve. Accuracy here is defined as the percentage of predicted correct next word from a given vocabulary. Initially, the language model AWD-LSTM can achieve an accuracy of only 0.28; after 15 epochs, the accuracy improved to 0.38, a significant boost.