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Table 11 Comparison model performance (Twitter Dataset)

From: Text based personality prediction from multiple social media data sources using pre-trained language model and model averaging

Twitter
system Average accuracy Average F1
Pratama and Sarno [34] 65.00%
Ong et al. [32] 74.23%
Ong et al. [31] 70.50%
Ergu I [14] 75.7%
Experiment model
Scenario 1–8 72.70% 0.701
Scenario 9–16 72.25% 0.698
Scenario 17–24 72.67% 0.701
Scenario 25–32 75.57% 0.736
Scenario 33–40 75.40% 0.735
Scenario 41–48 75.51% 0.736
Scenario 49–56 76.98% 0.757
  1. The highest values for the average accuracy and f1-measure for each personality model are shown in bold