diff --git "a/per_class_results_test.csv" "b/per_class_results_test.csv"
--- "a/per_class_results_test.csv"
+++ "b/per_class_results_test.csv"
@@ -1,5 +1,2001 @@
 class,accuracy,precision,recall,f1,macro_accuracy,macro_precision,macro_recall,macro_f1,top1_accuracy,top5_accuracy,top10_accuracy,spearman_r,spearman_p
-year,0.0,0.0,0.0,0.0,0.20833333333333331,0.3125,0.20833333333333331,0.20833333333333331,0.25,1.0,1.0,,
-aam,0.5,0.25,0.5,0.3333333333333333,0.20833333333333331,0.3125,0.20833333333333331,0.20833333333333331,0.25,1.0,1.0,,
-aaple,0.3333333333333333,1.0,0.3333333333333333,0.5,0.20833333333333331,0.3125,0.20833333333333331,0.20833333333333331,0.25,1.0,1.0,,
-wrong,0.0,0.0,0.0,0.0,0.20833333333333331,0.3125,0.20833333333333331,0.20833333333333331,0.25,1.0,1.0,,
+canoe,0.0,0.0,0.0,0.0,0.0005,6.984294939791013e-07,0.0005002501250625312,1.3949114675846115e-06,0.001389854065323141,0.003822098679638638,0.004864489228630994,-0.025522221420896125,0.2539278979562602
+microphone,0.0,0.0,0.0,0.0,0.0005,6.984294939791013e-07,0.0005002501250625312,1.3949114675846115e-06,0.001389854065323141,0.003822098679638638,0.004864489228630994,-0.025522221420896125,0.2539278979562602
+earthquake,0.0,0.0,0.0,0.0,0.0005,6.984294939791013e-07,0.0005002501250625312,1.3949114675846115e-06,0.001389854065323141,0.003822098679638638,0.004864489228630994,-0.025522221420896125,0.2539278979562602
+hello,0.0,0.0,0.0,0.0,0.0005,6.984294939791013e-07,0.0005002501250625312,1.3949114675846115e-06,0.001389854065323141,0.003822098679638638,0.004864489228630994,-0.025522221420896125,0.2539278979562602
+deodorant,0.0,0.0,0.0,0.0,0.0005,6.984294939791013e-07,0.0005002501250625312,1.3949114675846115e-06,0.001389854065323141,0.003822098679638638,0.004864489228630994,-0.025522221420896125,0.2539278979562602
+revenge,0.0,0.0,0.0,0.0,0.0005,6.984294939791013e-07,0.0005002501250625312,1.3949114675846115e-06,0.001389854065323141,0.003822098679638638,0.004864489228630994,-0.025522221420896125,0.2539278979562602
+desert,0.0,0.0,0.0,0.0,0.0005,6.984294939791013e-07,0.0005002501250625312,1.3949114675846115e-06,0.001389854065323141,0.003822098679638638,0.004864489228630994,-0.025522221420896125,0.2539278979562602
+art,0.0,0.0,0.0,0.0,0.0005,6.984294939791013e-07,0.0005002501250625312,1.3949114675846115e-06,0.001389854065323141,0.003822098679638638,0.004864489228630994,-0.025522221420896125,0.2539278979562602
+g,0.0,0.0,0.0,0.0,0.0005,6.984294939791013e-07,0.0005002501250625312,1.3949114675846115e-06,0.001389854065323141,0.003822098679638638,0.004864489228630994,-0.025522221420896125,0.2539278979562602
+duty,0.0,0.0,0.0,0.0,0.0005,6.984294939791013e-07,0.0005002501250625312,1.3949114675846115e-06,0.001389854065323141,0.003822098679638638,0.004864489228630994,-0.025522221420896125,0.2539278979562602
+o,0.0,0.0,0.0,0.0,0.0005,6.984294939791013e-07,0.0005002501250625312,1.3949114675846115e-06,0.001389854065323141,0.003822098679638638,0.004864489228630994,-0.025522221420896125,0.2539278979562602
+know,0.0,0.0,0.0,0.0,0.0005,6.984294939791013e-07,0.0005002501250625312,1.3949114675846115e-06,0.001389854065323141,0.003822098679638638,0.004864489228630994,-0.025522221420896125,0.2539278979562602
+reveal,0.0,0.0,0.0,0.0,0.0005,6.984294939791013e-07,0.0005002501250625312,1.3949114675846115e-06,0.001389854065323141,0.003822098679638638,0.004864489228630994,-0.025522221420896125,0.2539278979562602
+perfect,0.0,0.0,0.0,0.0,0.0005,6.984294939791013e-07,0.0005002501250625312,1.3949114675846115e-06,0.001389854065323141,0.003822098679638638,0.004864489228630994,-0.025522221420896125,0.2539278979562602
+homework,0.0,0.0,0.0,0.0,0.0005,6.984294939791013e-07,0.0005002501250625312,1.3949114675846115e-06,0.001389854065323141,0.003822098679638638,0.004864489228630994,-0.025522221420896125,0.2539278979562602
+lion,0.0,0.0,0.0,0.0,0.0005,6.984294939791013e-07,0.0005002501250625312,1.3949114675846115e-06,0.001389854065323141,0.003822098679638638,0.004864489228630994,-0.025522221420896125,0.2539278979562602
+down,0.0,0.0,0.0,0.0,0.0005,6.984294939791013e-07,0.0005002501250625312,1.3949114675846115e-06,0.001389854065323141,0.003822098679638638,0.004864489228630994,-0.025522221420896125,0.2539278979562602
+illegal,0.0,0.0,0.0,0.0,0.0005,6.984294939791013e-07,0.0005002501250625312,1.3949114675846115e-06,0.001389854065323141,0.003822098679638638,0.004864489228630994,-0.025522221420896125,0.2539278979562602
+reduce,0.0,0.0,0.0,0.0,0.0005,6.984294939791013e-07,0.0005002501250625312,1.3949114675846115e-06,0.001389854065323141,0.003822098679638638,0.004864489228630994,-0.025522221420896125,0.2539278979562602
+basement,0.0,0.0,0.0,0.0,0.0005,6.984294939791013e-07,0.0005002501250625312,1.3949114675846115e-06,0.001389854065323141,0.003822098679638638,0.004864489228630994,-0.025522221420896125,0.2539278979562602
+asl,0.0,0.0,0.0,0.0,0.0005,6.984294939791013e-07,0.0005002501250625312,1.3949114675846115e-06,0.001389854065323141,0.003822098679638638,0.004864489228630994,-0.025522221420896125,0.2539278979562602
+role,0.0,0.0,0.0,0.0,0.0005,6.984294939791013e-07,0.0005002501250625312,1.3949114675846115e-06,0.001389854065323141,0.003822098679638638,0.004864489228630994,-0.025522221420896125,0.2539278979562602
+angel,0.0,0.0,0.0,0.0,0.0005,6.984294939791013e-07,0.0005002501250625312,1.3949114675846115e-06,0.001389854065323141,0.003822098679638638,0.004864489228630994,-0.025522221420896125,0.2539278979562602
+leaf,0.0,0.0,0.0,0.0,0.0005,6.984294939791013e-07,0.0005002501250625312,1.3949114675846115e-06,0.001389854065323141,0.003822098679638638,0.004864489228630994,-0.025522221420896125,0.2539278979562602
+instead,0.0,0.0,0.0,0.0,0.0005,6.984294939791013e-07,0.0005002501250625312,1.3949114675846115e-06,0.001389854065323141,0.003822098679638638,0.004864489228630994,-0.025522221420896125,0.2539278979562602
+lamp,0.0,0.0,0.0,0.0,0.0005,6.984294939791013e-07,0.0005002501250625312,1.3949114675846115e-06,0.001389854065323141,0.003822098679638638,0.004864489228630994,-0.025522221420896125,0.2539278979562602
+calculate,0.0,0.0,0.0,0.0,0.0005,6.984294939791013e-07,0.0005002501250625312,1.3949114675846115e-06,0.001389854065323141,0.003822098679638638,0.004864489228630994,-0.025522221420896125,0.2539278979562602
+invest,0.0,0.0,0.0,0.0,0.0005,6.984294939791013e-07,0.0005002501250625312,1.3949114675846115e-06,0.001389854065323141,0.003822098679638638,0.004864489228630994,-0.025522221420896125,0.2539278979562602
+popcorn,0.0,0.0,0.0,0.0,0.0005,6.984294939791013e-07,0.0005002501250625312,1.3949114675846115e-06,0.001389854065323141,0.003822098679638638,0.004864489228630994,-0.025522221420896125,0.2539278979562602
+window,0.0,0.0,0.0,0.0,0.0005,6.984294939791013e-07,0.0005002501250625312,1.3949114675846115e-06,0.001389854065323141,0.003822098679638638,0.004864489228630994,-0.025522221420896125,0.2539278979562602
+mainstream,0.0,0.0,0.0,0.0,0.0005,6.984294939791013e-07,0.0005002501250625312,1.3949114675846115e-06,0.001389854065323141,0.003822098679638638,0.004864489228630994,-0.025522221420896125,0.2539278979562602
+ill,0.0,0.0,0.0,0.0,0.0005,6.984294939791013e-07,0.0005002501250625312,1.3949114675846115e-06,0.001389854065323141,0.003822098679638638,0.004864489228630994,-0.025522221420896125,0.2539278979562602
+help,0.0,0.0,0.0,0.0,0.0005,6.984294939791013e-07,0.0005002501250625312,1.3949114675846115e-06,0.001389854065323141,0.003822098679638638,0.004864489228630994,-0.025522221420896125,0.2539278979562602
+question,0.0,0.0,0.0,0.0,0.0005,6.984294939791013e-07,0.0005002501250625312,1.3949114675846115e-06,0.001389854065323141,0.003822098679638638,0.004864489228630994,-0.025522221420896125,0.2539278979562602
+boxing,0.0,0.0,0.0,0.0,0.0005,6.984294939791013e-07,0.0005002501250625312,1.3949114675846115e-06,0.001389854065323141,0.003822098679638638,0.004864489228630994,-0.025522221420896125,0.2539278979562602
+somewhere,0.0,0.0,0.0,0.0,0.0005,6.984294939791013e-07,0.0005002501250625312,1.3949114675846115e-06,0.001389854065323141,0.003822098679638638,0.004864489228630994,-0.025522221420896125,0.2539278979562602
+brag,0.0,0.0,0.0,0.0,0.0005,6.984294939791013e-07,0.0005002501250625312,1.3949114675846115e-06,0.001389854065323141,0.003822098679638638,0.004864489228630994,-0.025522221420896125,0.2539278979562602
+butterfly,0.0,0.0,0.0,0.0,0.0005,6.984294939791013e-07,0.0005002501250625312,1.3949114675846115e-06,0.001389854065323141,0.003822098679638638,0.004864489228630994,-0.025522221420896125,0.2539278979562602
+tan,0.0,0.0,0.0,0.0,0.0005,6.984294939791013e-07,0.0005002501250625312,1.3949114675846115e-06,0.001389854065323141,0.003822098679638638,0.004864489228630994,-0.025522221420896125,0.2539278979562602
+grass,0.0,0.0,0.0,0.0,0.0005,6.984294939791013e-07,0.0005002501250625312,1.3949114675846115e-06,0.001389854065323141,0.003822098679638638,0.004864489228630994,-0.025522221420896125,0.2539278979562602
+curious,0.0,0.0,0.0,0.0,0.0005,6.984294939791013e-07,0.0005002501250625312,1.3949114675846115e-06,0.001389854065323141,0.003822098679638638,0.004864489228630994,-0.025522221420896125,0.2539278979562602
+piano,0.0,0.0,0.0,0.0,0.0005,6.984294939791013e-07,0.0005002501250625312,1.3949114675846115e-06,0.001389854065323141,0.003822098679638638,0.004864489228630994,-0.025522221420896125,0.2539278979562602
+drama,0.0,0.0,0.0,0.0,0.0005,6.984294939791013e-07,0.0005002501250625312,1.3949114675846115e-06,0.001389854065323141,0.003822098679638638,0.004864489228630994,-0.025522221420896125,0.2539278979562602
+let,0.0,0.0,0.0,0.0,0.0005,6.984294939791013e-07,0.0005002501250625312,1.3949114675846115e-06,0.001389854065323141,0.003822098679638638,0.004864489228630994,-0.025522221420896125,0.2539278979562602
+like,0.0,0.0,0.0,0.0,0.0005,6.984294939791013e-07,0.0005002501250625312,1.3949114675846115e-06,0.001389854065323141,0.003822098679638638,0.004864489228630994,-0.025522221420896125,0.2539278979562602
+bear,0.0,0.0,0.0,0.0,0.0005,6.984294939791013e-07,0.0005002501250625312,1.3949114675846115e-06,0.001389854065323141,0.003822098679638638,0.004864489228630994,-0.025522221420896125,0.2539278979562602
+ugly,0.0,0.0,0.0,0.0,0.0005,6.984294939791013e-07,0.0005002501250625312,1.3949114675846115e-06,0.001389854065323141,0.003822098679638638,0.004864489228630994,-0.025522221420896125,0.2539278979562602
+sometimes,0.0,0.0,0.0,0.0,0.0005,6.984294939791013e-07,0.0005002501250625312,1.3949114675846115e-06,0.001389854065323141,0.003822098679638638,0.004864489228630994,-0.025522221420896125,0.2539278979562602
+grandmother,0.0,0.0,0.0,0.0,0.0005,6.984294939791013e-07,0.0005002501250625312,1.3949114675846115e-06,0.001389854065323141,0.003822098679638638,0.004864489228630994,-0.025522221420896125,0.2539278979562602
+award,0.0,0.0,0.0,0.0,0.0005,6.984294939791013e-07,0.0005002501250625312,1.3949114675846115e-06,0.001389854065323141,0.003822098679638638,0.004864489228630994,-0.025522221420896125,0.2539278979562602
+cabbage,0.0,0.0,0.0,0.0,0.0005,6.984294939791013e-07,0.0005002501250625312,1.3949114675846115e-06,0.001389854065323141,0.003822098679638638,0.004864489228630994,-0.025522221420896125,0.2539278979562602
+procrastinate,0.0,0.0,0.0,0.0,0.0005,6.984294939791013e-07,0.0005002501250625312,1.3949114675846115e-06,0.001389854065323141,0.003822098679638638,0.004864489228630994,-0.025522221420896125,0.2539278979562602
+hope,0.0,0.0,0.0,0.0,0.0005,6.984294939791013e-07,0.0005002501250625312,1.3949114675846115e-06,0.001389854065323141,0.003822098679638638,0.004864489228630994,-0.025522221420896125,0.2539278979562602
+hide,0.0,0.0,0.0,0.0,0.0005,6.984294939791013e-07,0.0005002501250625312,1.3949114675846115e-06,0.001389854065323141,0.003822098679638638,0.004864489228630994,-0.025522221420896125,0.2539278979562602
+present,0.0,0.0,0.0,0.0,0.0005,6.984294939791013e-07,0.0005002501250625312,1.3949114675846115e-06,0.001389854065323141,0.003822098679638638,0.004864489228630994,-0.025522221420896125,0.2539278979562602
+all day,0.0,0.0,0.0,0.0,0.0005,6.984294939791013e-07,0.0005002501250625312,1.3949114675846115e-06,0.001389854065323141,0.003822098679638638,0.004864489228630994,-0.025522221420896125,0.2539278979562602
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+world,0.0,0.0,0.0,0.0,0.0005,6.984294939791013e-07,0.0005002501250625312,1.3949114675846115e-06,0.001389854065323141,0.003822098679638638,0.004864489228630994,-0.025522221420896125,0.2539278979562602
+cake,0.0,0.0,0.0,0.0,0.0005,6.984294939791013e-07,0.0005002501250625312,1.3949114675846115e-06,0.001389854065323141,0.003822098679638638,0.004864489228630994,-0.025522221420896125,0.2539278979562602
+taste,0.0,0.0,0.0,0.0,0.0005,6.984294939791013e-07,0.0005002501250625312,1.3949114675846115e-06,0.001389854065323141,0.003822098679638638,0.004864489228630994,-0.025522221420896125,0.2539278979562602
+text,0.0,0.0,0.0,0.0,0.0005,6.984294939791013e-07,0.0005002501250625312,1.3949114675846115e-06,0.001389854065323141,0.003822098679638638,0.004864489228630994,-0.025522221420896125,0.2539278979562602
+dollar,0.0,0.0,0.0,0.0,0.0005,6.984294939791013e-07,0.0005002501250625312,1.3949114675846115e-06,0.001389854065323141,0.003822098679638638,0.004864489228630994,-0.025522221420896125,0.2539278979562602
+dvd,0.0,0.0,0.0,0.0,0.0005,6.984294939791013e-07,0.0005002501250625312,1.3949114675846115e-06,0.001389854065323141,0.003822098679638638,0.004864489228630994,-0.025522221420896125,0.2539278979562602
+grow up,0.0,0.0,0.0,0.0,0.0005,6.984294939791013e-07,0.0005002501250625312,1.3949114675846115e-06,0.001389854065323141,0.003822098679638638,0.004864489228630994,-0.025522221420896125,0.2539278979562602
+price,0.0,0.0,0.0,0.0,0.0005,6.984294939791013e-07,0.0005002501250625312,1.3949114675846115e-06,0.001389854065323141,0.003822098679638638,0.004864489228630994,-0.025522221420896125,0.2539278979562602
+travel,0.0,0.0,0.0,0.0,0.0005,6.984294939791013e-07,0.0005002501250625312,1.3949114675846115e-06,0.001389854065323141,0.003822098679638638,0.004864489228630994,-0.025522221420896125,0.2539278979562602
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