diff --git "a/per_class_results_val.csv" "b/per_class_results_val.csv"
--- "a/per_class_results_val.csv"
+++ "b/per_class_results_val.csv"
@@ -1,2001 +1,5 @@
 class,accuracy,precision,recall,f1,macro_accuracy,macro_precision,macro_recall,macro_f1,top1_accuracy,top5_accuracy,top10_accuracy,spearman_r,spearman_p
-canoe,0.0,0.0,0.0,0.0,0.0005,1.0223475355054302e-06,0.0005,2.0400918327197465e-06,0.0010214504596527069,0.004341164453524004,0.007150153217568948,-0.02240574392392209,0.31657808118505615
-microphone,0.0,0.0,0.0,0.0,0.0005,1.0223475355054302e-06,0.0005,2.0400918327197465e-06,0.0010214504596527069,0.004341164453524004,0.007150153217568948,-0.02240574392392209,0.31657808118505615
-earthquake,0.0,0.0,0.0,0.0,0.0005,1.0223475355054302e-06,0.0005,2.0400918327197465e-06,0.0010214504596527069,0.004341164453524004,0.007150153217568948,-0.02240574392392209,0.31657808118505615
-hello,0.0,0.0,0.0,0.0,0.0005,1.0223475355054302e-06,0.0005,2.0400918327197465e-06,0.0010214504596527069,0.004341164453524004,0.007150153217568948,-0.02240574392392209,0.31657808118505615
-deodorant,0.0,0.0,0.0,0.0,0.0005,1.0223475355054302e-06,0.0005,2.0400918327197465e-06,0.0010214504596527069,0.004341164453524004,0.007150153217568948,-0.02240574392392209,0.31657808118505615
-revenge,0.0,0.0,0.0,0.0,0.0005,1.0223475355054302e-06,0.0005,2.0400918327197465e-06,0.0010214504596527069,0.004341164453524004,0.007150153217568948,-0.02240574392392209,0.31657808118505615
-desert,0.0,0.0,0.0,0.0,0.0005,1.0223475355054302e-06,0.0005,2.0400918327197465e-06,0.0010214504596527069,0.004341164453524004,0.007150153217568948,-0.02240574392392209,0.31657808118505615
-art,0.0,0.0,0.0,0.0,0.0005,1.0223475355054302e-06,0.0005,2.0400918327197465e-06,0.0010214504596527069,0.004341164453524004,0.007150153217568948,-0.02240574392392209,0.31657808118505615
-g,0.0,0.0,0.0,0.0,0.0005,1.0223475355054302e-06,0.0005,2.0400918327197465e-06,0.0010214504596527069,0.004341164453524004,0.007150153217568948,-0.02240574392392209,0.31657808118505615
-duty,0.0,0.0,0.0,0.0,0.0005,1.0223475355054302e-06,0.0005,2.0400918327197465e-06,0.0010214504596527069,0.004341164453524004,0.007150153217568948,-0.02240574392392209,0.31657808118505615
-o,0.0,0.0,0.0,0.0,0.0005,1.0223475355054302e-06,0.0005,2.0400918327197465e-06,0.0010214504596527069,0.004341164453524004,0.007150153217568948,-0.02240574392392209,0.31657808118505615
-know,0.0,0.0,0.0,0.0,0.0005,1.0223475355054302e-06,0.0005,2.0400918327197465e-06,0.0010214504596527069,0.004341164453524004,0.007150153217568948,-0.02240574392392209,0.31657808118505615
-reveal,0.0,0.0,0.0,0.0,0.0005,1.0223475355054302e-06,0.0005,2.0400918327197465e-06,0.0010214504596527069,0.004341164453524004,0.007150153217568948,-0.02240574392392209,0.31657808118505615
-perfect,0.0,0.0,0.0,0.0,0.0005,1.0223475355054302e-06,0.0005,2.0400918327197465e-06,0.0010214504596527069,0.004341164453524004,0.007150153217568948,-0.02240574392392209,0.31657808118505615
-homework,0.0,0.0,0.0,0.0,0.0005,1.0223475355054302e-06,0.0005,2.0400918327197465e-06,0.0010214504596527069,0.004341164453524004,0.007150153217568948,-0.02240574392392209,0.31657808118505615
-lion,0.0,0.0,0.0,0.0,0.0005,1.0223475355054302e-06,0.0005,2.0400918327197465e-06,0.0010214504596527069,0.004341164453524004,0.007150153217568948,-0.02240574392392209,0.31657808118505615
-down,0.0,0.0,0.0,0.0,0.0005,1.0223475355054302e-06,0.0005,2.0400918327197465e-06,0.0010214504596527069,0.004341164453524004,0.007150153217568948,-0.02240574392392209,0.31657808118505615
-illegal,0.0,0.0,0.0,0.0,0.0005,1.0223475355054302e-06,0.0005,2.0400918327197465e-06,0.0010214504596527069,0.004341164453524004,0.007150153217568948,-0.02240574392392209,0.31657808118505615
-reduce,0.0,0.0,0.0,0.0,0.0005,1.0223475355054302e-06,0.0005,2.0400918327197465e-06,0.0010214504596527069,0.004341164453524004,0.007150153217568948,-0.02240574392392209,0.31657808118505615
-basement,0.0,0.0,0.0,0.0,0.0005,1.0223475355054302e-06,0.0005,2.0400918327197465e-06,0.0010214504596527069,0.004341164453524004,0.007150153217568948,-0.02240574392392209,0.31657808118505615
-asl,0.0,0.0,0.0,0.0,0.0005,1.0223475355054302e-06,0.0005,2.0400918327197465e-06,0.0010214504596527069,0.004341164453524004,0.007150153217568948,-0.02240574392392209,0.31657808118505615
-role,0.0,0.0,0.0,0.0,0.0005,1.0223475355054302e-06,0.0005,2.0400918327197465e-06,0.0010214504596527069,0.004341164453524004,0.007150153217568948,-0.02240574392392209,0.31657808118505615
-angel,0.0,0.0,0.0,0.0,0.0005,1.0223475355054302e-06,0.0005,2.0400918327197465e-06,0.0010214504596527069,0.004341164453524004,0.007150153217568948,-0.02240574392392209,0.31657808118505615
-leaf,0.0,0.0,0.0,0.0,0.0005,1.0223475355054302e-06,0.0005,2.0400918327197465e-06,0.0010214504596527069,0.004341164453524004,0.007150153217568948,-0.02240574392392209,0.31657808118505615
-instead,0.0,0.0,0.0,0.0,0.0005,1.0223475355054302e-06,0.0005,2.0400918327197465e-06,0.0010214504596527069,0.004341164453524004,0.007150153217568948,-0.02240574392392209,0.31657808118505615
-lamp,0.0,0.0,0.0,0.0,0.0005,1.0223475355054302e-06,0.0005,2.0400918327197465e-06,0.0010214504596527069,0.004341164453524004,0.007150153217568948,-0.02240574392392209,0.31657808118505615
-calculate,0.0,0.0,0.0,0.0,0.0005,1.0223475355054302e-06,0.0005,2.0400918327197465e-06,0.0010214504596527069,0.004341164453524004,0.007150153217568948,-0.02240574392392209,0.31657808118505615
-invest,0.0,0.0,0.0,0.0,0.0005,1.0223475355054302e-06,0.0005,2.0400918327197465e-06,0.0010214504596527069,0.004341164453524004,0.007150153217568948,-0.02240574392392209,0.31657808118505615
-popcorn,0.0,0.0,0.0,0.0,0.0005,1.0223475355054302e-06,0.0005,2.0400918327197465e-06,0.0010214504596527069,0.004341164453524004,0.007150153217568948,-0.02240574392392209,0.31657808118505615
-window,0.0,0.0,0.0,0.0,0.0005,1.0223475355054302e-06,0.0005,2.0400918327197465e-06,0.0010214504596527069,0.004341164453524004,0.007150153217568948,-0.02240574392392209,0.31657808118505615
-mainstream,0.0,0.0,0.0,0.0,0.0005,1.0223475355054302e-06,0.0005,2.0400918327197465e-06,0.0010214504596527069,0.004341164453524004,0.007150153217568948,-0.02240574392392209,0.31657808118505615
-ill,0.0,0.0,0.0,0.0,0.0005,1.0223475355054302e-06,0.0005,2.0400918327197465e-06,0.0010214504596527069,0.004341164453524004,0.007150153217568948,-0.02240574392392209,0.31657808118505615
-help,0.0,0.0,0.0,0.0,0.0005,1.0223475355054302e-06,0.0005,2.0400918327197465e-06,0.0010214504596527069,0.004341164453524004,0.007150153217568948,-0.02240574392392209,0.31657808118505615
-question,0.0,0.0,0.0,0.0,0.0005,1.0223475355054302e-06,0.0005,2.0400918327197465e-06,0.0010214504596527069,0.004341164453524004,0.007150153217568948,-0.02240574392392209,0.31657808118505615
-boxing,0.0,0.0,0.0,0.0,0.0005,1.0223475355054302e-06,0.0005,2.0400918327197465e-06,0.0010214504596527069,0.004341164453524004,0.007150153217568948,-0.02240574392392209,0.31657808118505615
-somewhere,0.0,0.0,0.0,0.0,0.0005,1.0223475355054302e-06,0.0005,2.0400918327197465e-06,0.0010214504596527069,0.004341164453524004,0.007150153217568948,-0.02240574392392209,0.31657808118505615
-brag,0.0,0.0,0.0,0.0,0.0005,1.0223475355054302e-06,0.0005,2.0400918327197465e-06,0.0010214504596527069,0.004341164453524004,0.007150153217568948,-0.02240574392392209,0.31657808118505615
-butterfly,0.0,0.0,0.0,0.0,0.0005,1.0223475355054302e-06,0.0005,2.0400918327197465e-06,0.0010214504596527069,0.004341164453524004,0.007150153217568948,-0.02240574392392209,0.31657808118505615
-tan,0.0,0.0,0.0,0.0,0.0005,1.0223475355054302e-06,0.0005,2.0400918327197465e-06,0.0010214504596527069,0.004341164453524004,0.007150153217568948,-0.02240574392392209,0.31657808118505615
-grass,0.0,0.0,0.0,0.0,0.0005,1.0223475355054302e-06,0.0005,2.0400918327197465e-06,0.0010214504596527069,0.004341164453524004,0.007150153217568948,-0.02240574392392209,0.31657808118505615
-curious,0.0,0.0,0.0,0.0,0.0005,1.0223475355054302e-06,0.0005,2.0400918327197465e-06,0.0010214504596527069,0.004341164453524004,0.007150153217568948,-0.02240574392392209,0.31657808118505615
-piano,0.0,0.0,0.0,0.0,0.0005,1.0223475355054302e-06,0.0005,2.0400918327197465e-06,0.0010214504596527069,0.004341164453524004,0.007150153217568948,-0.02240574392392209,0.31657808118505615
-drama,0.0,0.0,0.0,0.0,0.0005,1.0223475355054302e-06,0.0005,2.0400918327197465e-06,0.0010214504596527069,0.004341164453524004,0.007150153217568948,-0.02240574392392209,0.31657808118505615
-let,0.0,0.0,0.0,0.0,0.0005,1.0223475355054302e-06,0.0005,2.0400918327197465e-06,0.0010214504596527069,0.004341164453524004,0.007150153217568948,-0.02240574392392209,0.31657808118505615
-like,0.0,0.0,0.0,0.0,0.0005,1.0223475355054302e-06,0.0005,2.0400918327197465e-06,0.0010214504596527069,0.004341164453524004,0.007150153217568948,-0.02240574392392209,0.31657808118505615
-bear,0.0,0.0,0.0,0.0,0.0005,1.0223475355054302e-06,0.0005,2.0400918327197465e-06,0.0010214504596527069,0.004341164453524004,0.007150153217568948,-0.02240574392392209,0.31657808118505615
-ugly,0.0,0.0,0.0,0.0,0.0005,1.0223475355054302e-06,0.0005,2.0400918327197465e-06,0.0010214504596527069,0.004341164453524004,0.007150153217568948,-0.02240574392392209,0.31657808118505615
-sometimes,0.0,0.0,0.0,0.0,0.0005,1.0223475355054302e-06,0.0005,2.0400918327197465e-06,0.0010214504596527069,0.004341164453524004,0.007150153217568948,-0.02240574392392209,0.31657808118505615
-grandmother,0.0,0.0,0.0,0.0,0.0005,1.0223475355054302e-06,0.0005,2.0400918327197465e-06,0.0010214504596527069,0.004341164453524004,0.007150153217568948,-0.02240574392392209,0.31657808118505615
-award,0.0,0.0,0.0,0.0,0.0005,1.0223475355054302e-06,0.0005,2.0400918327197465e-06,0.0010214504596527069,0.004341164453524004,0.007150153217568948,-0.02240574392392209,0.31657808118505615
-cabbage,0.0,0.0,0.0,0.0,0.0005,1.0223475355054302e-06,0.0005,2.0400918327197465e-06,0.0010214504596527069,0.004341164453524004,0.007150153217568948,-0.02240574392392209,0.31657808118505615
-procrastinate,0.0,0.0,0.0,0.0,0.0005,1.0223475355054302e-06,0.0005,2.0400918327197465e-06,0.0010214504596527069,0.004341164453524004,0.007150153217568948,-0.02240574392392209,0.31657808118505615
-hope,0.0,0.0,0.0,0.0,0.0005,1.0223475355054302e-06,0.0005,2.0400918327197465e-06,0.0010214504596527069,0.004341164453524004,0.007150153217568948,-0.02240574392392209,0.31657808118505615
-hide,0.0,0.0,0.0,0.0,0.0005,1.0223475355054302e-06,0.0005,2.0400918327197465e-06,0.0010214504596527069,0.004341164453524004,0.007150153217568948,-0.02240574392392209,0.31657808118505615
-present,0.0,0.0,0.0,0.0,0.0005,1.0223475355054302e-06,0.0005,2.0400918327197465e-06,0.0010214504596527069,0.004341164453524004,0.007150153217568948,-0.02240574392392209,0.31657808118505615
-all day,0.0,0.0,0.0,0.0,0.0005,1.0223475355054302e-06,0.0005,2.0400918327197465e-06,0.0010214504596527069,0.004341164453524004,0.007150153217568948,-0.02240574392392209,0.31657808118505615
-sorry,0.0,0.0,0.0,0.0,0.0005,1.0223475355054302e-06,0.0005,2.0400918327197465e-06,0.0010214504596527069,0.004341164453524004,0.007150153217568948,-0.02240574392392209,0.31657808118505615
-world,0.0,0.0,0.0,0.0,0.0005,1.0223475355054302e-06,0.0005,2.0400918327197465e-06,0.0010214504596527069,0.004341164453524004,0.007150153217568948,-0.02240574392392209,0.31657808118505615
-cake,0.0,0.0,0.0,0.0,0.0005,1.0223475355054302e-06,0.0005,2.0400918327197465e-06,0.0010214504596527069,0.004341164453524004,0.007150153217568948,-0.02240574392392209,0.31657808118505615
-taste,0.0,0.0,0.0,0.0,0.0005,1.0223475355054302e-06,0.0005,2.0400918327197465e-06,0.0010214504596527069,0.004341164453524004,0.007150153217568948,-0.02240574392392209,0.31657808118505615
-text,0.0,0.0,0.0,0.0,0.0005,1.0223475355054302e-06,0.0005,2.0400918327197465e-06,0.0010214504596527069,0.004341164453524004,0.007150153217568948,-0.02240574392392209,0.31657808118505615
-dollar,0.0,0.0,0.0,0.0,0.0005,1.0223475355054302e-06,0.0005,2.0400918327197465e-06,0.0010214504596527069,0.004341164453524004,0.007150153217568948,-0.02240574392392209,0.31657808118505615
-dvd,0.0,0.0,0.0,0.0,0.0005,1.0223475355054302e-06,0.0005,2.0400918327197465e-06,0.0010214504596527069,0.004341164453524004,0.007150153217568948,-0.02240574392392209,0.31657808118505615
-grow up,0.0,0.0,0.0,0.0,0.0005,1.0223475355054302e-06,0.0005,2.0400918327197465e-06,0.0010214504596527069,0.004341164453524004,0.007150153217568948,-0.02240574392392209,0.31657808118505615
-price,0.0,0.0,0.0,0.0,0.0005,1.0223475355054302e-06,0.0005,2.0400918327197465e-06,0.0010214504596527069,0.004341164453524004,0.007150153217568948,-0.02240574392392209,0.31657808118505615
-travel,0.0,0.0,0.0,0.0,0.0005,1.0223475355054302e-06,0.0005,2.0400918327197465e-06,0.0010214504596527069,0.004341164453524004,0.007150153217568948,-0.02240574392392209,0.31657808118505615
-senior,0.0,0.0,0.0,0.0,0.0005,1.0223475355054302e-06,0.0005,2.0400918327197465e-06,0.0010214504596527069,0.004341164453524004,0.007150153217568948,-0.02240574392392209,0.31657808118505615
-repeat,0.0,0.0,0.0,0.0,0.0005,1.0223475355054302e-06,0.0005,2.0400918327197465e-06,0.0010214504596527069,0.004341164453524004,0.007150153217568948,-0.02240574392392209,0.31657808118505615
-college,0.0,0.0,0.0,0.0,0.0005,1.0223475355054302e-06,0.0005,2.0400918327197465e-06,0.0010214504596527069,0.004341164453524004,0.007150153217568948,-0.02240574392392209,0.31657808118505615
-service,0.0,0.0,0.0,0.0,0.0005,1.0223475355054302e-06,0.0005,2.0400918327197465e-06,0.0010214504596527069,0.004341164453524004,0.007150153217568948,-0.02240574392392209,0.31657808118505615
-personality,0.0,0.0,0.0,0.0,0.0005,1.0223475355054302e-06,0.0005,2.0400918327197465e-06,0.0010214504596527069,0.004341164453524004,0.007150153217568948,-0.02240574392392209,0.31657808118505615
-then,0.0,0.0,0.0,0.0,0.0005,1.0223475355054302e-06,0.0005,2.0400918327197465e-06,0.0010214504596527069,0.004341164453524004,0.007150153217568948,-0.02240574392392209,0.31657808118505615
-physics,0.0,0.0,0.0,0.0,0.0005,1.0223475355054302e-06,0.0005,2.0400918327197465e-06,0.0010214504596527069,0.004341164453524004,0.007150153217568948,-0.02240574392392209,0.31657808118505615
-send,0.0,0.0,0.0,0.0,0.0005,1.0223475355054302e-06,0.0005,2.0400918327197465e-06,0.0010214504596527069,0.004341164453524004,0.007150153217568948,-0.02240574392392209,0.31657808118505615
-heaven,0.0,0.0,0.0,0.0,0.0005,1.0223475355054302e-06,0.0005,2.0400918327197465e-06,0.0010214504596527069,0.004341164453524004,0.007150153217568948,-0.02240574392392209,0.31657808118505615
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