Journal of Big Data

Table 3 Accuracies of airlines, crowdflower, and apple datasets

From: Sentiment analysis classification system using hybrid BERT models

Model		with emojis			without emojis
Model		Accuracy Airlines	Accuracy CrowdFlower	Accuracy Apple	Accuracy Airlines	Accuracy CrowdFlower	Accuracy Apple
DistilBERT	-	83.5	78.71	84.97	83.4	77.92	86.2
	3G	81.8	76.48	83.74	82.17	76.61	87.12
	3L	81.9	74.9	83.13	81.83	76.74	82.82
	GLG	83.74	80.42	85.89	83.47	79.24	88.04
	LGL	82.55	78.71	86.81	83.27	78.98	87.42
RoBERTa	–	85.72	82.39	91.72	85.69	79.63	90.18
	3G	86	79.63	91.1	85.72	79.63	91.72
	3L	85.66	82.26	90.18	85.66	81.34	89.57
	GLG	85.28	81.21	91.41	85.93	80.55	90.18
	LGL	85.52	81.34	89.88	84.97	80.16	90.49

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