EVE: Explainable Vector Based Embedding Technique Using Wikipedia
Table 4: Intruder detection task — Detection accuracy results.
['[EMPTY]', 'EVE', 'Word2Vec CBOW', 'Word2Vec SG', 'FastText CBOW', 'FastText SG', 'GloVe']
S4SS3SSS1Px4 Results: To evaluate the effectiveness of the EVE model against the baselines for this task, we use accuracy ( as the measure for finding the intruder item. Accuracy is defined as the ratio of correct results (or correct number of intruder items) to the total number of results returned by the model: accuracy=∣ResultsCorrect∣∣ResultsTotal∣ From the table it is evident that the EVE model significantly outperforms rest of the models overall. However, in the case of two “topical types”, the FastText CBOW yields better results. To explain this, we next show explanations generated by the EVE model while making decisions for the intruder detection task.