Sentiment analysis classification system using hybrid BERT models

Talaat, Amira Samy

doi:10.1186/s40537-023-00781-w

Journal of Big Data

Table 4 Comparison between other approaches and ours

From: Sentiment analysis classification system using hybrid BERT models

Model	Dataset	Accuracy%	Notes
DistilBERT with emojis	Airlines	83.74	GLG
	Crowdflower	80.42	GLG
	Apple	86.81	LGL
DistilBERT without emojis	Airlines	83.47	GLG
	Crowdflower	79.24	GLG
	Apple	88.04	GLG
RoBERTa with emojis	Airlines	86	3G
	Crowdflower	82.39	–
	Apple	91.72	–
RoBERTa without emojis	Airlines	85.93	GLG
	Crowdflower	81.34	3L
	Apple	91.72	3G
Indrayuni et al. [49]	Apple products	85.76	SVM + GA
Dang et al. [50] (two classes)	Sentiment140	80	Word embeeding-RNN
	Tweets SemEval	85	Word embeeding-RNN
	IMDB Movie Reviews (1)	87	Word embeeding-RNN
	IMDB Movie Reviews (2)	86	Word embeeding-RNN
	Cornell Movie Reviews	76	Word embeeding-RNN
	Book Reviews	76	Word embeeding-CNN
	Music Reviews	76	TF-IDF-DNN
	Tweets Airline	90	Word embeeding-RNN
Kumawat et al. [51]	Twitter US Airline Sentiment	81.2	BERT
Kumawat et al. [51]	Twitter US Airline Sentiment	80.8	RoBERTa
Xiang [52]	Twitter collection	76.6	BiLSTM(EPA)
	airline dataset	82	BiLSTM(P)
	IMDB review	82.6	BiLSTM-AT(P)
Shuang [53]	Twitter airlines	83.3	M_ARC
Shuang [53]	Yelp	79.1	RC
Janjua et al. [54]	Sanders Twitter Corpus (STC)	78.99	MuLeHyABSC + MLP
	Twitter Airline Sentiment (TAS)	84.09
	First GOP Debate (FGD)	80.38
	Apple Twitter Corpus (ATC)	82.37
	Stanford Twitter Sentiment (STS)	84.72
Kian [43]	Twitter US Airline Sentiment	85.89	RoBERTa-LSTM
	Twitter US Airline Sentiment Augmented	91.37
	IMDB	92.96
	Sentiment140	89.70
Barakat [45]	Airline	99.78	ULMFit-SVM
Jain [44] (two classes)	Airlinequality Airline Sentiment Data	90.2	CNN-LSTM
Jain [44] (two classes)	Twitter Airline Sentiment Data	91.3	CNN-LSTM
Thapa et al. [55]	Twitter	60	VADER
Thapa et al. [55]	Reddit	70	VADER
Demotte et al. [56]	CrowdFlower US Airline	82.04	GloVe + shallow capsule network with static routing
Demotte et al. [56]	Twitter Sentiment Gold	86.87	GloVe + shallow capsule network with static routing

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