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. 2023 Jan 13;10(1):5. doi: 10.1186/s40537-022-00680-6

Table 4.

Comparison of HFV + LSTM Model using Sentiment140 data set with State-of-the-Art Methods

ABSA/SA Technique Precision Recall F1-measure Accuracy AUC
SABSA 0.858 0.839 0.8485 0.837 0.830
SentiVec 0.877 0.858 0.8675 0.861 0.849
Ngram + TF-IDF + SVM 0.866 0.846 0.856 0.844 0.838
SEML 0.854 0.837 0.8455 0.838 0.826
MTMVN 0.817 0.789 0.803 0.792 0.789
HFV + LSTM 0.961 0.938 0.9495 0.927 0.933