method,test_participants,accuracy,macro_f1,ordinal_mae,qwk,within_one,elevated_recall Majority,126,0.4921,0.1649,0.5317,0.0,0.9762,0.0 TF-IDF,126,0.619,0.3307,0.4206,0.284,0.9683,0.0 Logistic,126,0.4683,0.4,0.746,0.3384,0.8095,0.6296 Boosted stumps,126,0.6349,0.3477,0.4206,0.2876,0.9603,0.0 Positional-W,126,0.5079,0.3826,0.6349,0.3001,0.873,0.4074