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Table 10 Comparison Model Performance (Facebook Dataset)

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

Facebook

System

Average accuracy

Average F1

Tandera et al. [37]

70.40%

–

Zheng and Wu [42]

–

0.71

Tadesse et al. [36]

74.20%

–

Yuan et al. [41]

70.00%

–

Experiment model

Scenario 1–8

72.50%

0.688

Scenario 9–16

71.85%

0.677

Scenario 17–24

72.13%

0.683

Scenario 25–32

74.53%

0.718

Scenario 33–40

74.79%

0.720

Scenario 41–48

75.20%

0.723

Scenario 49–56

76.75%

0.742

  1. The highest values for the average accuracy and f1-measure for each personality model are shown in bold