File size: 128,234 Bytes
c5218cb
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
653
654
655
656
657
658
659
660
661
662
663
664
665
666
667
668
669
670
671
672
673
674
675
676
677
678
679
680
681
682
683
684
685
686
687
688
689
690
691
692
693
694
695
696
697
698
699
700
701
702
703
704
705
706
707
708
709
710
711
712
713
714
715
716
717
718
719
720
721
722
723
724
725
726
727
728
729
730
731
732
733
734
735
736
737
738
739
740
741
742
743
744
745
746
747
748
749
750
751
752
753
754
755
756
757
758
759
760
761
762
763
764
765
766
767
768
769
770
771
772
773
774
775
776
777
778
779
780
781
782
783
784
785
786
787
788
789
790
791
792
793
794
795
796
797
798
799
800
801
802
803
804
805
806
807
808
809
810
811
812
813
814
815
816
817
818
819
820
821
822
823
824
825
826
827
828
829
830
831
832
833
834
835
836
837
838
839
840
841
842
843
844
845
846
847
848
849
850
851
852
853
854
855
856
857
858
859
860
861
862
863
864
865
866
867
868
869
870
871
872
873
874
875
876
877
878
879
880
881
882
883
884
885
886
887
888
889
890
891
892
893
894
895
896
897
898
899
900
901
902
903
904
905
906
907
908
909
910
911
912
913
914
915
916
917
918
919
920
921
922
923
924
925
926
927
928
929
930
931
932
933
934
935
936
937
938
939
940
941
942
943
944
945
946
947
948
949
950
951
952
953
954
955
956
957
958
959
960
961
962
963
964
965
966
967
968
969
970
971
972
973
974
975
976
977
978
979
980
981
982
983
984
985
986
987
988
989
990
991
992
993
994
995
996
997
998
999
1000
1001
1002
1003
1004
1005
1006
1007
1008
1009
1010
1011
1012
1013
1014
1015
1016
1017
1018
1019
1020
1021
1022
1023
1024
1025
1026
1027
1028
1029
1030
1031
1032
1033
1034
1035
1036
1037
1038
1039
1040
1041
1042
1043
1044
1045
1046
1047
1048
1049
1050
1051
1052
1053
1054
1055
1056
1057
1058
1059
1060
1061
1062
1063
1064
1065
1066
1067
1068
1069
1070
1071
1072
1073
1074
1075
1076
1077
1078
1079
1080
1081
1082
1083
1084
1085
1086
1087
1088
1089
1090
1091
1092
1093
1094
1095
1096
1097
1098
1099
1100
1101
1102
1103
1104
1105
1106
1107
1108
1109
1110
1111
1112
1113
1114
1115
1116
1117
1118
1119
1120
1121
1122
1123
1124
1125
1126
1127
1128
1129
1130
1131
1132
1133
1134
1135
1136
1137
1138
1139
1140
1141
1142
1143
1144
1145
1146
1147
1148
1149
1150
1151
1152
1153
1154
1155
1156
1157
1158
1159
1160
1161
1162
1163
1164
1165
1166
1167
1168
1169
1170
1171
1172
1173
1174
1175
1176
1177
1178
1179
1180
1181
1182
1183
1184
1185
1186
1187
1188
1189
1190
1191
1192
1193
1194
1195
1196
1197
1198
1199
1200
1201
1202
1203
1204
1205
1206
1207
1208
1209
1210
1211
1212
1213
1214
1215
1216
1217
1218
1219
1220
1221
1222
1223
1224
1225
1226
1227
1228
1229
1230
1231
1232
1233
1234
1235
1236
1237
1238
1239
1240
1241
1242
1243
1244
1245
1246
1247
1248
1249
1250
1251
1252
1253
1254
1255
1256
1257
1258
1259
1260
1261
1262
1263
1264
1265
1266
1267
1268
1269
1270
1271
1272
1273
1274
1275
1276
1277
1278
1279
1280
1281
1282
1283
1284
1285
1286
1287
1288
1289
1290
1291
1292
1293
1294
1295
1296
1297
1298
1299
1300
1301
1302
1303
1304
1305
1306
1307
1308
1309
1310
1311
1312
1313
1314
1315
1316
1317
1318
1319
1320
1321
1322
1323
1324
1325
1326
1327
1328
1329
1330
1331
1332
1333
1334
1335
1336
1337
1338
1339
1340
1341
1342
1343
1344
1345
1346
1347
1348
1349
1350
1351
1352
1353
1354
1355
1356
1357
1358
1359
1360
1361
1362
1363
1364
1365
1366
1367
1368
1369
1370
1371
1372
1373
1374
1375
1376
1377
1378
1379
1380
1381
1382
1383
1384
1385
1386
1387
1388
1389
1390
1391
1392
1393
1394
1395
1396
1397
1398
1399
1400
1401
1402
1403
1404
1405
1406
1407
1408
1409
1410
1411
1412
1413
1414
1415
1416
1417
1418
1419
1420
1421
1422
1423
1424
1425
1426
1427
1428
1429
1430
1431
1432
1433
1434
1435
1436
1437
1438
1439
1440
1441
1442
1443
1444
1445
1446
1447
1448
1449
1450
1451
1452
1453
1454
1455
1456
1457
1458
1459
1460
1461
1462
1463
1464
1465
1466
1467
1468
1469
1470
1471
1472
1473
1474
1475
1476
1477
1478
1479
1480
1481
1482
1483
1484
1485
1486
1487
1488
1489
1490
1491
1492
1493
1494
1495
1496
1497
1498
1499
1500
1501
1502
1503
1504
1505
1506
1507
1508
1509
1510
1511
1512
1513
1514
1515
1516
1517
1518
1519
1520
1521
1522
1523
1524
1525
1526
1527
1528
1529
1530
1531
1532
1533
1534
1535
1536
1537
1538
1539
1540
1541
1542
1543
1544
1545
1546
1547
1548
1549
1550
1551
1552
1553
1554
1555
1556
1557
1558
1559
1560
1561
1562
1563
1564
1565
1566
1567
1568
1569
1570
1571
1572
1573
1574
1575
1576
1577
1578
1579
1580
1581
1582
1583
1584
1585
1586
1587
1588
1589
1590
1591
1592
1593
1594
1595
1596
1597
1598
1599
1600
1601
1602
1603
1604
1605
1606
1607
1608
1609
1610
1611
1612
1613
1614
1615
1616
1617
1618
1619
1620
1621
1622
1623
1624
1625
1626
1627
1628
1629
1630
1631
1632
1633
1634
1635
1636
1637
1638
1639
1640
1641
1642
1643
1644
1645
1646
1647
1648
1649
1650
1651
1652
1653
1654
1655
1656
1657
1658
1659
1660
1661
1662
1663
1664
1665
1666
1667
1668
1669
1670
1671
1672
1673
1674
1675
1676
1677
1678
1679
1680
1681
1682
1683
1684
1685
1686
1687
1688
1689
1690
1691
1692
1693
1694
1695
1696
1697
1698
1699
1700
1701
1702
1703
1704
1705
1706
1707
1708
1709
1710
1711
1712
1713
1714
1715
1716
1717
1718
1719
1720
1721
1722
1723
1724
1725
1726
1727
1728
1729
1730
1731
1732
1733
1734
1735
1736
1737
1738
1739
1740
1741
1742
1743
1744
1745
1746
1747
1748
1749
1750
1751
1752
1753
1754
1755
1756
1757
1758
1759
1760
1761
1762
1763
1764
1765
1766
1767
1768
1769
1770
1771
1772
1773
1774
1775
1776
1777
1778
1779
1780
1781
1782
1783
1784
1785
1786
1787
1788
1789
1790
1791
1792
1793
1794
1795
1796
1797
1798
1799
1800
1801
1802
1803
1804
1805
1806
1807
1808
1809
1810
1811
1812
1813
1814
1815
1816
1817
1818
1819
1820
1821
1822
1823
1824
1825
1826
1827
1828
1829
1830
1831
1832
1833
1834
1835
1836
1837
1838
1839
1840
1841
1842
1843
1844
1845
1846
1847
1848
1849
1850
1851
1852
1853
1854
1855
1856
1857
1858
1859
1860
1861
1862
1863
1864
1865
1866
1867
1868
1869
1870
1871
1872
1873
1874
1875
1876
1877
1878
1879
1880
1881
1882
1883
1884
1885
1886
1887
1888
1889
1890
1891
1892
1893
1894
1895
1896
1897
1898
1899
1900
1901
1902
1903
1904
1905
1906
1907
1908
1909
1910
1911
1912
1913
1914
1915
1916
1917
1918
1919
1920
1921
1922
1923
1924
1925
1926
1927
1928
1929
1930
1931
1932
1933
1934
1935
1936
1937
1938
1939
1940
1941
1942
1943
1944
1945
1946
1947
1948
1949
1950
1951
1952
1953
1954
1955
1956
1957
1958
1959
1960
1961
1962
1963
1964
1965
1966
1967
1968
1969
1970
1971
1972
1973
1974
1975
1976
1977
1978
1979
1980
1981
1982
1983
1984
1985
1986
1987
1988
1989
1990
1991
1992
1993
1994
1995
1996
1997
1998
1999
2000
2001
2002
2003
2004
2005
2006
2007
2008
2009
2010
2011
2012
2013
2014
2015
2016
2017
2018
2019
2020
2021
2022
2023
2024
2025
2026
2027
2028
2029
2030
2031
2032
2033
2034
2035
2036
2037
2038
2039
2040
2041
2042
2043
2044
2045
2046
2047
2048
2049
2050
2051
2052
2053
2054
2055
2056
2057
2058
2059
2060
2061
2062
2063
2064
2065
2066
2067
2068
2069
2070
2071
2072
2073
2074
2075
2076
2077
2078
2079
2080
2081
2082
2083
2084
2085
2086
2087
2088
2089
2090
2091
2092
2093
2094
2095
2096
2097
2098
2099
2100
2101
2102
2103
2104
2105
2106
2107
2108
2109
2110
2111
2112
2113
2114
2115
2116
2117
2118
2119
2120
2121
2122
2123
2124
2125
2126
2127
2128
2129
2130
2131
2132
2133
2134
2135
2136
2137
2138
2139
2140
2141
2142
2143
2144
2145
2146
2147
2148
2149
2150
2151
2152
2153
2154
2155
2156
2157
2158
2159
2160
2161
2162
2163
2164
2165
2166
2167
2168
2169
2170
2171
2172
2173
2174
2175
2176
2177
2178
2179
2180
2181
2182
2183
2184
2185
2186
2187
2188
2189
2190
2191
2192
2193
2194
2195
2196
2197
2198
2199
2200
2201
2202
2203
2204
2205
2206
2207
2208
2209
2210
2211
2212
2213
2214
2215
2216
2217
2218
2219
2220
2221
2222
2223
2224
2225
2226
2227
2228
2229
2230
2231
2232
2233
2234
2235
2236
2237
2238
2239
2240
2241
2242
2243
2244
2245
2246
2247
2248
2249
2250
2251
2252
2253
2254
2255
2256
2257
2258
2259
2260
2261
2262
2263
2264
2265
2266
2267
2268
2269
2270
2271
2272
2273
2274
2275
2276
2277
2278
2279
2280
2281
2282
2283
2284
2285
2286
2287
2288
2289
2290
2291
2292
2293
2294
2295
2296
2297
2298
2299
2300
2301
2302
2303
2304
2305
2306
2307
2308
2309
2310
2311
2312
2313
2314
2315
2316
2317
2318
2319
2320
2321
2322
2323
2324
2325
2326
2327
2328
2329
2330
2331
2332
2333
2334
2335
2336
2337
2338
2339
2340
2341
2342
2343
2344
2345
2346
2347
2348
2349
2350
2351
2352
2353
2354
2355
2356
2357
2358
2359
2360
2361
2362
2363
2364
2365
2366
2367
2368
2369
2370
2371
2372
2373
2374
2375
2376
2377
2378
2379
2380
2381
2382
2383
2384
2385
2386
2387
2388
2389
2390
2391
2392
2393
2394
2395
2396
2397
2398
2399
2400
2401
2402
2403
2404
2405
2406
2407
2408
2409
2410
2411
2412
2413
2414
2415
2416
2417
2418
2419
2420
2421
2422
2423
2424
2425
2426
2427
2428
2429
2430
2431
2432
2433
2434
2435
2436
2437
2438
2439
2440
2441
2442
2443
2444
2445
2446
2447
2448
2449
2450
2451
2452
2453
2454
2455
2456
2457
2458
2459
2460
2461
2462
2463
2464
2465
2466
2467
2468
2469
2470
2471
2472
2473
2474
2475
2476
2477
2478
2479
2480
2481
2482
2483
2484
2485
2486
2487
2488
2489
2490
2491
2492
2493
2494
2495
2496
2497
2498
2499
2500
2501
2502
2503
2504
2505
2506
2507
2508
2509
2510
2511
2512
2513
2514
2515
2516
2517
2518
2519
2520
2521
2522
2523
2524
2525
2526
2527
2528
2529
2530
2531
2532
2533
2534
2535
2536
2537
2538
2539
2540
2541
2542
2543
2544
2545
2546
2547
2548
2549
2550
2551
2552
2553
2554
2555
2556
2557
2558
2559
2560
2561
2562
2563
2564
2565
2566
2567
2568
2569
2570
2571
2572
2573
2574
2575
2576
2577
2578
2579
2580
2581
2582
2583
2584
2585
2586
2587
2588
2589
2590
2591
2592
2593
2594
2595
2596
2597
2598
2599
2600
2601
2602
2603
2604
2605
2606
2607
2608
2609
2610
2611
2612
2613
2614
2615
2616
2617
2618
2619
2620
2621
2622
2623
2624
2625
2626
2627
2628
2629
2630
2631
2632
2633
2634
2635
2636
2637
2638
2639
2640
2641
2642
2643
2644
2645
2646
2647
2648
2649
2650
2651
2652
2653
2654
2655
2656
2657
2658
2659
2660
2661
2662
2663
2664
2665
2666
2667
2668
2669
2670
2671
2672
2673
2674
2675
2676
2677
2678
2679
2680
2681
2682
2683
2684
2685
2686
2687
2688
2689
2690
2691
2692
2693
2694
2695
2696
2697
2698
2699
2700
2701
2702
2703
2704
2705
{
  "best_metric": 0.47797851791063833,
  "best_model_checkpoint": "modelPaper1_args/checkpoint-2704",
  "epoch": 30.0,
  "global_step": 3120,
  "is_hyper_param_search": false,
  "is_local_process_zero": true,
  "is_world_process_zero": true,
  "log_history": [
    {
      "epoch": 1.0,
      "eval_f1_B-AminoAcidPeptideOrProtein": 0,
      "eval_f1_B-AnatomicalAbnormality": 0,
      "eval_f1_B-Bacterium": 0,
      "eval_f1_B-BiologicFunction": 0,
      "eval_f1_B-BiologicallyActiveSubstance": 0,
      "eval_f1_B-BiomedicalOccupationOrDiscipline": 0,
      "eval_f1_B-BodyPartOrganOrOrganComponent": 0,
      "eval_f1_B-Cell": 0,
      "eval_f1_B-CellComponent": 0,
      "eval_f1_B-CellFunction": 0,
      "eval_f1_B-CellOrMolecularDysfunction": 0,
      "eval_f1_B-Chemical": 0,
      "eval_f1_B-ClinicalAttribute": 0,
      "eval_f1_B-DiseaseOrSyndrome": 0,
      "eval_f1_B-EmbryonicStructure": 0,
      "eval_f1_B-EnvironmentalEffectOfHumans": 0,
      "eval_f1_B-Eukaryote": 0,
      "eval_f1_B-ExperimentalModelOfDisease": 0,
      "eval_f1_B-Finding": 0,
      "eval_f1_B-GeneOrGenome": 0,
      "eval_f1_B-HealthCareActivity": 0,
      "eval_f1_B-HealthCareRelatedOrganization": 0,
      "eval_f1_B-IndividualBehavior": 0,
      "eval_f1_B-InjuryOrPoisoning": 0,
      "eval_f1_B-MachineActivity": 0,
      "eval_f1_B-ManufacturedObject": 0,
      "eval_f1_B-MolecularSequence": 0,
      "eval_f1_B-NaturalPhenomenonOrProcess": 0,
      "eval_f1_B-NucleicAcidNucleosideOrNucleotide": 0,
      "eval_f1_B-Organism": 0,
      "eval_f1_B-OrganismAttribute": 0,
      "eval_f1_B-PathologicFunction": 0,
      "eval_f1_B-PatientOrDisabledGroup": 0,
      "eval_f1_B-PharmacologicSubstance": 0,
      "eval_f1_B-PopulationGroup": 0,
      "eval_f1_B-ResearchActivity": 0,
      "eval_f1_B-SignOrSymptom": 0,
      "eval_f1_B-Substance": 0,
      "eval_f1_B-TemporalConcept": 0,
      "eval_f1_B-Virus": 0,
      "eval_f1_I-AminoAcidPeptideOrProtein": 0,
      "eval_f1_I-AnatomicalAbnormality": 0,
      "eval_f1_I-Bacterium": 0,
      "eval_f1_I-BiologicFunction": 0,
      "eval_f1_I-BiologicallyActiveSubstance": 0,
      "eval_f1_I-BiomedicalOccupationOrDiscipline": 0,
      "eval_f1_I-BodyPartOrganOrOrganComponent": 0,
      "eval_f1_I-Cell": 0,
      "eval_f1_I-CellComponent": 0,
      "eval_f1_I-CellFunction": 0,
      "eval_f1_I-CellOrMolecularDysfunction": 0,
      "eval_f1_I-Chemical": 0,
      "eval_f1_I-ClinicalAttribute": 0,
      "eval_f1_I-DiseaseOrSyndrome": 0,
      "eval_f1_I-EmbryonicStructure": 0,
      "eval_f1_I-EnvironmentalEffectOfHumans": 0,
      "eval_f1_I-Eukaryote": 0,
      "eval_f1_I-ExperimentalModelOfDisease": 0,
      "eval_f1_I-Finding": 0,
      "eval_f1_I-GeneOrGenome": 0,
      "eval_f1_I-HealthCareActivity": 0,
      "eval_f1_I-HealthCareRelatedOrganization": 0,
      "eval_f1_I-IndividualBehavior": 0,
      "eval_f1_I-InjuryOrPoisoning": 0,
      "eval_f1_I-MachineActivity": 0,
      "eval_f1_I-ManufacturedObject": 0,
      "eval_f1_I-MolecularSequence": 0,
      "eval_f1_I-NaturalPhenomenonOrProcess": 0,
      "eval_f1_I-NucleicAcidNucleosideOrNucleotide": 0,
      "eval_f1_I-Organism": 0,
      "eval_f1_I-OrganismAttribute": 0,
      "eval_f1_I-PathologicFunction": 0,
      "eval_f1_I-PatientOrDisabledGroup": 0,
      "eval_f1_I-PharmacologicSubstance": 0,
      "eval_f1_I-PopulationGroup": 0,
      "eval_f1_I-ResearchActivity": 0,
      "eval_f1_I-SignOrSymptom": 0,
      "eval_f1_I-Substance": 0,
      "eval_f1_I-TemporalConcept": 0,
      "eval_f1_I-Virus": 0,
      "eval_loss": 0.007647466380149126,
      "eval_macro_f1": 0.0,
      "eval_runtime": 27.9213,
      "eval_samples_per_second": 28.473,
      "eval_steps_per_second": 0.537,
      "step": 104
    },
    {
      "epoch": 2.0,
      "eval_f1_B-AminoAcidPeptideOrProtein": 0,
      "eval_f1_B-AnatomicalAbnormality": 0,
      "eval_f1_B-Bacterium": 0,
      "eval_f1_B-BiologicFunction": 0,
      "eval_f1_B-BiologicallyActiveSubstance": 0,
      "eval_f1_B-BiomedicalOccupationOrDiscipline": 0,
      "eval_f1_B-BodyPartOrganOrOrganComponent": 0,
      "eval_f1_B-Cell": 0,
      "eval_f1_B-CellComponent": 0,
      "eval_f1_B-CellFunction": 0,
      "eval_f1_B-CellOrMolecularDysfunction": 0,
      "eval_f1_B-Chemical": 0,
      "eval_f1_B-ClinicalAttribute": 0,
      "eval_f1_B-DiseaseOrSyndrome": 0,
      "eval_f1_B-EmbryonicStructure": 0,
      "eval_f1_B-EnvironmentalEffectOfHumans": 0,
      "eval_f1_B-Eukaryote": 0,
      "eval_f1_B-ExperimentalModelOfDisease": 0,
      "eval_f1_B-Finding": 0,
      "eval_f1_B-GeneOrGenome": 0,
      "eval_f1_B-HealthCareActivity": 0,
      "eval_f1_B-HealthCareRelatedOrganization": 0,
      "eval_f1_B-IndividualBehavior": 0,
      "eval_f1_B-InjuryOrPoisoning": 0,
      "eval_f1_B-MachineActivity": 0,
      "eval_f1_B-ManufacturedObject": 0,
      "eval_f1_B-MolecularSequence": 0,
      "eval_f1_B-NaturalPhenomenonOrProcess": 0,
      "eval_f1_B-NucleicAcidNucleosideOrNucleotide": 0,
      "eval_f1_B-Organism": 0,
      "eval_f1_B-OrganismAttribute": 0,
      "eval_f1_B-PathologicFunction": 0,
      "eval_f1_B-PatientOrDisabledGroup": 0,
      "eval_f1_B-PharmacologicSubstance": 0,
      "eval_f1_B-PopulationGroup": 0,
      "eval_f1_B-ResearchActivity": 0,
      "eval_f1_B-SignOrSymptom": 0,
      "eval_f1_B-Substance": 0,
      "eval_f1_B-TemporalConcept": 0,
      "eval_f1_B-Virus": 0,
      "eval_f1_I-AminoAcidPeptideOrProtein": 0,
      "eval_f1_I-AnatomicalAbnormality": 0,
      "eval_f1_I-Bacterium": 0,
      "eval_f1_I-BiologicFunction": 0,
      "eval_f1_I-BiologicallyActiveSubstance": 0,
      "eval_f1_I-BiomedicalOccupationOrDiscipline": 0,
      "eval_f1_I-BodyPartOrganOrOrganComponent": 0,
      "eval_f1_I-Cell": 0,
      "eval_f1_I-CellComponent": 0,
      "eval_f1_I-CellFunction": 0,
      "eval_f1_I-CellOrMolecularDysfunction": 0,
      "eval_f1_I-Chemical": 0,
      "eval_f1_I-ClinicalAttribute": 0,
      "eval_f1_I-DiseaseOrSyndrome": 0,
      "eval_f1_I-EmbryonicStructure": 0,
      "eval_f1_I-EnvironmentalEffectOfHumans": 0,
      "eval_f1_I-Eukaryote": 0,
      "eval_f1_I-ExperimentalModelOfDisease": 0,
      "eval_f1_I-Finding": 0,
      "eval_f1_I-GeneOrGenome": 0,
      "eval_f1_I-HealthCareActivity": 0,
      "eval_f1_I-HealthCareRelatedOrganization": 0,
      "eval_f1_I-IndividualBehavior": 0,
      "eval_f1_I-InjuryOrPoisoning": 0,
      "eval_f1_I-MachineActivity": 0,
      "eval_f1_I-ManufacturedObject": 0,
      "eval_f1_I-MolecularSequence": 0,
      "eval_f1_I-NaturalPhenomenonOrProcess": 0,
      "eval_f1_I-NucleicAcidNucleosideOrNucleotide": 0,
      "eval_f1_I-Organism": 0,
      "eval_f1_I-OrganismAttribute": 0,
      "eval_f1_I-PathologicFunction": 0,
      "eval_f1_I-PatientOrDisabledGroup": 0,
      "eval_f1_I-PharmacologicSubstance": 0,
      "eval_f1_I-PopulationGroup": 0,
      "eval_f1_I-ResearchActivity": 0,
      "eval_f1_I-SignOrSymptom": 0,
      "eval_f1_I-Substance": 0,
      "eval_f1_I-TemporalConcept": 0,
      "eval_f1_I-Virus": 0,
      "eval_loss": 0.004857077728956938,
      "eval_macro_f1": 0.0,
      "eval_runtime": 28.1799,
      "eval_samples_per_second": 28.212,
      "eval_steps_per_second": 0.532,
      "step": 208
    },
    {
      "epoch": 3.0,
      "eval_f1_B-AminoAcidPeptideOrProtein": 0,
      "eval_f1_B-AnatomicalAbnormality": 0,
      "eval_f1_B-Bacterium": 0,
      "eval_f1_B-BiologicFunction": 0,
      "eval_f1_B-BiologicallyActiveSubstance": 0,
      "eval_f1_B-BiomedicalOccupationOrDiscipline": 0,
      "eval_f1_B-BodyPartOrganOrOrganComponent": 0,
      "eval_f1_B-Cell": 0,
      "eval_f1_B-CellComponent": 0,
      "eval_f1_B-CellFunction": 0,
      "eval_f1_B-CellOrMolecularDysfunction": 0,
      "eval_f1_B-Chemical": 0,
      "eval_f1_B-ClinicalAttribute": 0,
      "eval_f1_B-DiseaseOrSyndrome": 0,
      "eval_f1_B-EmbryonicStructure": 0,
      "eval_f1_B-EnvironmentalEffectOfHumans": 0,
      "eval_f1_B-Eukaryote": 0,
      "eval_f1_B-ExperimentalModelOfDisease": 0,
      "eval_f1_B-Finding": 0,
      "eval_f1_B-GeneOrGenome": 0,
      "eval_f1_B-HealthCareActivity": 0,
      "eval_f1_B-HealthCareRelatedOrganization": 0,
      "eval_f1_B-IndividualBehavior": 0,
      "eval_f1_B-InjuryOrPoisoning": 0,
      "eval_f1_B-MachineActivity": 0,
      "eval_f1_B-ManufacturedObject": 0,
      "eval_f1_B-MolecularSequence": 0,
      "eval_f1_B-NaturalPhenomenonOrProcess": 0,
      "eval_f1_B-NucleicAcidNucleosideOrNucleotide": 0,
      "eval_f1_B-Organism": 0,
      "eval_f1_B-OrganismAttribute": 0,
      "eval_f1_B-PathologicFunction": 0,
      "eval_f1_B-PatientOrDisabledGroup": 0,
      "eval_f1_B-PharmacologicSubstance": 0,
      "eval_f1_B-PopulationGroup": 0,
      "eval_f1_B-ResearchActivity": 0,
      "eval_f1_B-SignOrSymptom": 0,
      "eval_f1_B-Substance": 0,
      "eval_f1_B-TemporalConcept": 0,
      "eval_f1_B-Virus": 0,
      "eval_f1_I-AminoAcidPeptideOrProtein": 0,
      "eval_f1_I-AnatomicalAbnormality": 0,
      "eval_f1_I-Bacterium": 0,
      "eval_f1_I-BiologicFunction": 0,
      "eval_f1_I-BiologicallyActiveSubstance": 0,
      "eval_f1_I-BiomedicalOccupationOrDiscipline": 0,
      "eval_f1_I-BodyPartOrganOrOrganComponent": 0,
      "eval_f1_I-Cell": 0,
      "eval_f1_I-CellComponent": 0,
      "eval_f1_I-CellFunction": 0,
      "eval_f1_I-CellOrMolecularDysfunction": 0,
      "eval_f1_I-Chemical": 0,
      "eval_f1_I-ClinicalAttribute": 0,
      "eval_f1_I-DiseaseOrSyndrome": 0,
      "eval_f1_I-EmbryonicStructure": 0,
      "eval_f1_I-EnvironmentalEffectOfHumans": 0,
      "eval_f1_I-Eukaryote": 0,
      "eval_f1_I-ExperimentalModelOfDisease": 0,
      "eval_f1_I-Finding": 0,
      "eval_f1_I-GeneOrGenome": 0,
      "eval_f1_I-HealthCareActivity": 0,
      "eval_f1_I-HealthCareRelatedOrganization": 0,
      "eval_f1_I-IndividualBehavior": 0,
      "eval_f1_I-InjuryOrPoisoning": 0,
      "eval_f1_I-MachineActivity": 0,
      "eval_f1_I-ManufacturedObject": 0,
      "eval_f1_I-MolecularSequence": 0,
      "eval_f1_I-NaturalPhenomenonOrProcess": 0,
      "eval_f1_I-NucleicAcidNucleosideOrNucleotide": 0,
      "eval_f1_I-Organism": 0,
      "eval_f1_I-OrganismAttribute": 0,
      "eval_f1_I-PathologicFunction": 0,
      "eval_f1_I-PatientOrDisabledGroup": 0,
      "eval_f1_I-PharmacologicSubstance": 0,
      "eval_f1_I-PopulationGroup": 0,
      "eval_f1_I-ResearchActivity": 0,
      "eval_f1_I-SignOrSymptom": 0,
      "eval_f1_I-Substance": 0,
      "eval_f1_I-TemporalConcept": 0,
      "eval_f1_I-Virus": 0,
      "eval_loss": 0.003317519323900342,
      "eval_macro_f1": 0.0,
      "eval_runtime": 28.3248,
      "eval_samples_per_second": 28.067,
      "eval_steps_per_second": 0.53,
      "step": 312
    },
    {
      "epoch": 4.0,
      "eval_f1_B-AminoAcidPeptideOrProtein": 0.22613065326633167,
      "eval_f1_B-AnatomicalAbnormality": 0,
      "eval_f1_B-Bacterium": 0,
      "eval_f1_B-BiologicFunction": 0,
      "eval_f1_B-BiologicallyActiveSubstance": 0.13293051359516617,
      "eval_f1_B-BiomedicalOccupationOrDiscipline": 0,
      "eval_f1_B-BodyPartOrganOrOrganComponent": 0,
      "eval_f1_B-Cell": 0,
      "eval_f1_B-CellComponent": 0,
      "eval_f1_B-CellFunction": 0,
      "eval_f1_B-CellOrMolecularDysfunction": 0,
      "eval_f1_B-Chemical": 0,
      "eval_f1_B-ClinicalAttribute": 0,
      "eval_f1_B-DiseaseOrSyndrome": 0.2214111922141119,
      "eval_f1_B-EmbryonicStructure": 0,
      "eval_f1_B-EnvironmentalEffectOfHumans": 0,
      "eval_f1_B-Eukaryote": 0,
      "eval_f1_B-ExperimentalModelOfDisease": 0,
      "eval_f1_B-Finding": 0,
      "eval_f1_B-GeneOrGenome": 0,
      "eval_f1_B-HealthCareActivity": 0,
      "eval_f1_B-HealthCareRelatedOrganization": 0,
      "eval_f1_B-IndividualBehavior": 0,
      "eval_f1_B-InjuryOrPoisoning": 0,
      "eval_f1_B-MachineActivity": 0,
      "eval_f1_B-ManufacturedObject": 0,
      "eval_f1_B-MolecularSequence": 0,
      "eval_f1_B-NaturalPhenomenonOrProcess": 0,
      "eval_f1_B-NucleicAcidNucleosideOrNucleotide": 0,
      "eval_f1_B-Organism": 0,
      "eval_f1_B-OrganismAttribute": 0,
      "eval_f1_B-PathologicFunction": 0,
      "eval_f1_B-PatientOrDisabledGroup": 0,
      "eval_f1_B-PharmacologicSubstance": 0,
      "eval_f1_B-PopulationGroup": 0,
      "eval_f1_B-ResearchActivity": 0,
      "eval_f1_B-SignOrSymptom": 0,
      "eval_f1_B-Substance": 0,
      "eval_f1_B-TemporalConcept": 0,
      "eval_f1_B-Virus": 0,
      "eval_f1_I-AminoAcidPeptideOrProtein": 0.5564024390243902,
      "eval_f1_I-AnatomicalAbnormality": 0,
      "eval_f1_I-Bacterium": 0,
      "eval_f1_I-BiologicFunction": 0,
      "eval_f1_I-BiologicallyActiveSubstance": 0.5848925848925849,
      "eval_f1_I-BiomedicalOccupationOrDiscipline": 0,
      "eval_f1_I-BodyPartOrganOrOrganComponent": 0,
      "eval_f1_I-Cell": 0.43071786310517535,
      "eval_f1_I-CellComponent": 0,
      "eval_f1_I-CellFunction": 0,
      "eval_f1_I-CellOrMolecularDysfunction": 0,
      "eval_f1_I-Chemical": 0,
      "eval_f1_I-ClinicalAttribute": 0,
      "eval_f1_I-DiseaseOrSyndrome": 0.8465665236051503,
      "eval_f1_I-EmbryonicStructure": 0,
      "eval_f1_I-EnvironmentalEffectOfHumans": 0,
      "eval_f1_I-Eukaryote": 0,
      "eval_f1_I-ExperimentalModelOfDisease": 0,
      "eval_f1_I-Finding": 0,
      "eval_f1_I-GeneOrGenome": 0,
      "eval_f1_I-HealthCareActivity": 0,
      "eval_f1_I-HealthCareRelatedOrganization": 0,
      "eval_f1_I-IndividualBehavior": 0,
      "eval_f1_I-InjuryOrPoisoning": 0,
      "eval_f1_I-MachineActivity": 0,
      "eval_f1_I-ManufacturedObject": 0,
      "eval_f1_I-MolecularSequence": 0,
      "eval_f1_I-NaturalPhenomenonOrProcess": 0,
      "eval_f1_I-NucleicAcidNucleosideOrNucleotide": 0,
      "eval_f1_I-Organism": 0,
      "eval_f1_I-OrganismAttribute": 0,
      "eval_f1_I-PathologicFunction": 0,
      "eval_f1_I-PatientOrDisabledGroup": 0,
      "eval_f1_I-PharmacologicSubstance": 0,
      "eval_f1_I-PopulationGroup": 0,
      "eval_f1_I-ResearchActivity": 0,
      "eval_f1_I-SignOrSymptom": 0,
      "eval_f1_I-Substance": 0,
      "eval_f1_I-TemporalConcept": 0,
      "eval_f1_I-Virus": 0,
      "eval_loss": 0.002540181390941143,
      "eval_macro_f1": 0.03748814712128638,
      "eval_runtime": 28.2401,
      "eval_samples_per_second": 28.152,
      "eval_steps_per_second": 0.531,
      "step": 416
    },
    {
      "epoch": 5.0,
      "eval_f1_B-AminoAcidPeptideOrProtein": 0.7496423462088697,
      "eval_f1_B-AnatomicalAbnormality": 0,
      "eval_f1_B-Bacterium": 0,
      "eval_f1_B-BiologicFunction": 0,
      "eval_f1_B-BiologicallyActiveSubstance": 0.6817447495961227,
      "eval_f1_B-BiomedicalOccupationOrDiscipline": 0,
      "eval_f1_B-BodyPartOrganOrOrganComponent": 0,
      "eval_f1_B-Cell": 0.5258215962441315,
      "eval_f1_B-CellComponent": 0,
      "eval_f1_B-CellFunction": 0,
      "eval_f1_B-CellOrMolecularDysfunction": 0,
      "eval_f1_B-Chemical": 0,
      "eval_f1_B-ClinicalAttribute": 0,
      "eval_f1_B-DiseaseOrSyndrome": 0.8487738419618528,
      "eval_f1_B-EmbryonicStructure": 0,
      "eval_f1_B-EnvironmentalEffectOfHumans": 0,
      "eval_f1_B-Eukaryote": 0,
      "eval_f1_B-ExperimentalModelOfDisease": 0,
      "eval_f1_B-Finding": 0,
      "eval_f1_B-GeneOrGenome": 0,
      "eval_f1_B-HealthCareActivity": 0,
      "eval_f1_B-HealthCareRelatedOrganization": 0,
      "eval_f1_B-IndividualBehavior": 0,
      "eval_f1_B-InjuryOrPoisoning": 0,
      "eval_f1_B-MachineActivity": 0,
      "eval_f1_B-ManufacturedObject": 0,
      "eval_f1_B-MolecularSequence": 0,
      "eval_f1_B-NaturalPhenomenonOrProcess": 0,
      "eval_f1_B-NucleicAcidNucleosideOrNucleotide": 0,
      "eval_f1_B-Organism": 0,
      "eval_f1_B-OrganismAttribute": 0,
      "eval_f1_B-PathologicFunction": 0,
      "eval_f1_B-PatientOrDisabledGroup": 0,
      "eval_f1_B-PharmacologicSubstance": 0,
      "eval_f1_B-PopulationGroup": 0,
      "eval_f1_B-ResearchActivity": 0,
      "eval_f1_B-SignOrSymptom": 0,
      "eval_f1_B-Substance": 0,
      "eval_f1_B-TemporalConcept": 0,
      "eval_f1_B-Virus": 0,
      "eval_f1_I-AminoAcidPeptideOrProtein": 0.7733473242392445,
      "eval_f1_I-AnatomicalAbnormality": 0,
      "eval_f1_I-Bacterium": 0,
      "eval_f1_I-BiologicFunction": 0,
      "eval_f1_I-BiologicallyActiveSubstance": 0.7172489082969432,
      "eval_f1_I-BiomedicalOccupationOrDiscipline": 0,
      "eval_f1_I-BodyPartOrganOrOrganComponent": 0.602921646746348,
      "eval_f1_I-Cell": 0.6365795724465558,
      "eval_f1_I-CellComponent": 0.2469135802469136,
      "eval_f1_I-CellFunction": 0.46411483253588515,
      "eval_f1_I-CellOrMolecularDysfunction": 0,
      "eval_f1_I-Chemical": 0,
      "eval_f1_I-ClinicalAttribute": 0,
      "eval_f1_I-DiseaseOrSyndrome": 0.8749999999999999,
      "eval_f1_I-EmbryonicStructure": 0,
      "eval_f1_I-EnvironmentalEffectOfHumans": 0,
      "eval_f1_I-Eukaryote": 0,
      "eval_f1_I-ExperimentalModelOfDisease": 0,
      "eval_f1_I-Finding": 0,
      "eval_f1_I-GeneOrGenome": 0,
      "eval_f1_I-HealthCareActivity": 0,
      "eval_f1_I-HealthCareRelatedOrganization": 0,
      "eval_f1_I-IndividualBehavior": 0,
      "eval_f1_I-InjuryOrPoisoning": 0,
      "eval_f1_I-MachineActivity": 0,
      "eval_f1_I-ManufacturedObject": 0,
      "eval_f1_I-MolecularSequence": 0,
      "eval_f1_I-NaturalPhenomenonOrProcess": 0,
      "eval_f1_I-NucleicAcidNucleosideOrNucleotide": 0,
      "eval_f1_I-Organism": 0,
      "eval_f1_I-OrganismAttribute": 0,
      "eval_f1_I-PathologicFunction": 0.02710027100271003,
      "eval_f1_I-PatientOrDisabledGroup": 0,
      "eval_f1_I-PharmacologicSubstance": 0,
      "eval_f1_I-PopulationGroup": 0,
      "eval_f1_I-ResearchActivity": 0.29279811097992914,
      "eval_f1_I-SignOrSymptom": 0,
      "eval_f1_I-Substance": 0,
      "eval_f1_I-TemporalConcept": 0,
      "eval_f1_I-Virus": 0,
      "eval_loss": 0.002022314118221402,
      "eval_macro_f1": 0.09302508475631883,
      "eval_runtime": 28.1486,
      "eval_samples_per_second": 28.243,
      "eval_steps_per_second": 0.533,
      "step": 520
    },
    {
      "epoch": 6.0,
      "eval_f1_B-AminoAcidPeptideOrProtein": 0.7599451303155007,
      "eval_f1_B-AnatomicalAbnormality": 0,
      "eval_f1_B-Bacterium": 0,
      "eval_f1_B-BiologicFunction": 0,
      "eval_f1_B-BiologicallyActiveSubstance": 0.6895424836601307,
      "eval_f1_B-BiomedicalOccupationOrDiscipline": 0,
      "eval_f1_B-BodyPartOrganOrOrganComponent": 0.7698113207547169,
      "eval_f1_B-Cell": 0.6334841628959276,
      "eval_f1_B-CellComponent": 0.22727272727272724,
      "eval_f1_B-CellFunction": 0.5497076023391813,
      "eval_f1_B-CellOrMolecularDysfunction": 0,
      "eval_f1_B-Chemical": 0,
      "eval_f1_B-ClinicalAttribute": 0,
      "eval_f1_B-DiseaseOrSyndrome": 0.8537704918032788,
      "eval_f1_B-EmbryonicStructure": 0,
      "eval_f1_B-EnvironmentalEffectOfHumans": 0,
      "eval_f1_B-Eukaryote": 0,
      "eval_f1_B-ExperimentalModelOfDisease": 0,
      "eval_f1_B-Finding": 0,
      "eval_f1_B-GeneOrGenome": 0,
      "eval_f1_B-HealthCareActivity": 0.24686940966010734,
      "eval_f1_B-HealthCareRelatedOrganization": 0,
      "eval_f1_B-IndividualBehavior": 0,
      "eval_f1_B-InjuryOrPoisoning": 0,
      "eval_f1_B-MachineActivity": 0,
      "eval_f1_B-ManufacturedObject": 0,
      "eval_f1_B-MolecularSequence": 0,
      "eval_f1_B-NaturalPhenomenonOrProcess": 0,
      "eval_f1_B-NucleicAcidNucleosideOrNucleotide": 0,
      "eval_f1_B-Organism": 0,
      "eval_f1_B-OrganismAttribute": 0,
      "eval_f1_B-PathologicFunction": 0.05405405405405405,
      "eval_f1_B-PatientOrDisabledGroup": 0,
      "eval_f1_B-PharmacologicSubstance": 0,
      "eval_f1_B-PopulationGroup": 0,
      "eval_f1_B-ResearchActivity": 0.5164835164835165,
      "eval_f1_B-SignOrSymptom": 0,
      "eval_f1_B-Substance": 0,
      "eval_f1_B-TemporalConcept": 0.031545741324921134,
      "eval_f1_B-Virus": 0,
      "eval_f1_I-AminoAcidPeptideOrProtein": 0.7642369020501139,
      "eval_f1_I-AnatomicalAbnormality": 0,
      "eval_f1_I-Bacterium": 0,
      "eval_f1_I-BiologicFunction": 0,
      "eval_f1_I-BiologicallyActiveSubstance": 0.7037037037037038,
      "eval_f1_I-BiomedicalOccupationOrDiscipline": 0,
      "eval_f1_I-BodyPartOrganOrOrganComponent": 0.7938931297709924,
      "eval_f1_I-Cell": 0.7262872628726288,
      "eval_f1_I-CellComponent": 0.34426229508196715,
      "eval_f1_I-CellFunction": 0.5175600739371534,
      "eval_f1_I-CellOrMolecularDysfunction": 0.6930379746835442,
      "eval_f1_I-Chemical": 0.46825396825396826,
      "eval_f1_I-ClinicalAttribute": 0.4217687074829932,
      "eval_f1_I-DiseaseOrSyndrome": 0.8656795346377577,
      "eval_f1_I-EmbryonicStructure": 0,
      "eval_f1_I-EnvironmentalEffectOfHumans": 0,
      "eval_f1_I-Eukaryote": 0,
      "eval_f1_I-ExperimentalModelOfDisease": 0,
      "eval_f1_I-Finding": 0,
      "eval_f1_I-GeneOrGenome": 0,
      "eval_f1_I-HealthCareActivity": 0.2883845126835781,
      "eval_f1_I-HealthCareRelatedOrganization": 0,
      "eval_f1_I-IndividualBehavior": 0,
      "eval_f1_I-InjuryOrPoisoning": 0,
      "eval_f1_I-MachineActivity": 0,
      "eval_f1_I-ManufacturedObject": 0,
      "eval_f1_I-MolecularSequence": 0,
      "eval_f1_I-NaturalPhenomenonOrProcess": 0,
      "eval_f1_I-NucleicAcidNucleosideOrNucleotide": 0.5,
      "eval_f1_I-Organism": 0,
      "eval_f1_I-OrganismAttribute": 0,
      "eval_f1_I-PathologicFunction": 0.6490683229813664,
      "eval_f1_I-PatientOrDisabledGroup": 0,
      "eval_f1_I-PharmacologicSubstance": 0,
      "eval_f1_I-PopulationGroup": 0,
      "eval_f1_I-ResearchActivity": 0.5663852647735993,
      "eval_f1_I-SignOrSymptom": 0,
      "eval_f1_I-Substance": 0,
      "eval_f1_I-TemporalConcept": 0,
      "eval_f1_I-Virus": 0,
      "eval_loss": 0.0017629720969125628,
      "eval_macro_f1": 0.17043760366846786,
      "eval_runtime": 28.1759,
      "eval_samples_per_second": 28.216,
      "eval_steps_per_second": 0.532,
      "step": 624
    },
    {
      "epoch": 7.0,
      "eval_f1_B-AminoAcidPeptideOrProtein": 0.7797537619699043,
      "eval_f1_B-AnatomicalAbnormality": 0,
      "eval_f1_B-Bacterium": 0,
      "eval_f1_B-BiologicFunction": 0.1858736059479554,
      "eval_f1_B-BiologicallyActiveSubstance": 0.728613569321534,
      "eval_f1_B-BiomedicalOccupationOrDiscipline": 0,
      "eval_f1_B-BodyPartOrganOrOrganComponent": 0.7783505154639175,
      "eval_f1_B-Cell": 0.6367713004484306,
      "eval_f1_B-CellComponent": 0.358974358974359,
      "eval_f1_B-CellFunction": 0.5878378378378378,
      "eval_f1_B-CellOrMolecularDysfunction": 0,
      "eval_f1_B-Chemical": 0.3389830508474576,
      "eval_f1_B-ClinicalAttribute": 0,
      "eval_f1_B-DiseaseOrSyndrome": 0.862565445026178,
      "eval_f1_B-EmbryonicStructure": 0,
      "eval_f1_B-EnvironmentalEffectOfHumans": 0,
      "eval_f1_B-Eukaryote": 0,
      "eval_f1_B-ExperimentalModelOfDisease": 0,
      "eval_f1_B-Finding": 0.1590106007067138,
      "eval_f1_B-GeneOrGenome": 0,
      "eval_f1_B-HealthCareActivity": 0.5728395061728395,
      "eval_f1_B-HealthCareRelatedOrganization": 0,
      "eval_f1_B-IndividualBehavior": 0,
      "eval_f1_B-InjuryOrPoisoning": 0,
      "eval_f1_B-MachineActivity": 0,
      "eval_f1_B-ManufacturedObject": 0,
      "eval_f1_B-MolecularSequence": 0,
      "eval_f1_B-NaturalPhenomenonOrProcess": 0,
      "eval_f1_B-NucleicAcidNucleosideOrNucleotide": 0,
      "eval_f1_B-Organism": 0,
      "eval_f1_B-OrganismAttribute": 0,
      "eval_f1_B-PathologicFunction": 0.4551282051282051,
      "eval_f1_B-PatientOrDisabledGroup": 0.12121212121212122,
      "eval_f1_B-PharmacologicSubstance": 0,
      "eval_f1_B-PopulationGroup": 0.19931271477663232,
      "eval_f1_B-ResearchActivity": 0.6300174520069808,
      "eval_f1_B-SignOrSymptom": 0,
      "eval_f1_B-Substance": 0,
      "eval_f1_B-TemporalConcept": 0.6172344689378758,
      "eval_f1_B-Virus": 0,
      "eval_f1_I-AminoAcidPeptideOrProtein": 0.7681549220010759,
      "eval_f1_I-AnatomicalAbnormality": 0,
      "eval_f1_I-Bacterium": 0,
      "eval_f1_I-BiologicFunction": 0.011235955056179775,
      "eval_f1_I-BiologicallyActiveSubstance": 0.7594501718213058,
      "eval_f1_I-BiomedicalOccupationOrDiscipline": 0,
      "eval_f1_I-BodyPartOrganOrOrganComponent": 0.8374485596707819,
      "eval_f1_I-Cell": 0.7307692307692308,
      "eval_f1_I-CellComponent": 0.47058823529411764,
      "eval_f1_I-CellFunction": 0.5625,
      "eval_f1_I-CellOrMolecularDysfunction": 0.8207282913165266,
      "eval_f1_I-Chemical": 0.4694533762057877,
      "eval_f1_I-ClinicalAttribute": 0.4562162162162162,
      "eval_f1_I-DiseaseOrSyndrome": 0.8962520369364476,
      "eval_f1_I-EmbryonicStructure": 0,
      "eval_f1_I-EnvironmentalEffectOfHumans": 0,
      "eval_f1_I-Eukaryote": 0,
      "eval_f1_I-ExperimentalModelOfDisease": 0.03703703703703704,
      "eval_f1_I-Finding": 0.021691973969631236,
      "eval_f1_I-GeneOrGenome": 0,
      "eval_f1_I-HealthCareActivity": 0.6069565217391305,
      "eval_f1_I-HealthCareRelatedOrganization": 0,
      "eval_f1_I-IndividualBehavior": 0,
      "eval_f1_I-InjuryOrPoisoning": 0,
      "eval_f1_I-MachineActivity": 0,
      "eval_f1_I-ManufacturedObject": 0,
      "eval_f1_I-MolecularSequence": 0,
      "eval_f1_I-NaturalPhenomenonOrProcess": 0,
      "eval_f1_I-NucleicAcidNucleosideOrNucleotide": 0.7058823529411765,
      "eval_f1_I-Organism": 0,
      "eval_f1_I-OrganismAttribute": 0,
      "eval_f1_I-PathologicFunction": 0.6706408345752609,
      "eval_f1_I-PatientOrDisabledGroup": 0,
      "eval_f1_I-PharmacologicSubstance": 0.2527472527472528,
      "eval_f1_I-PopulationGroup": 0,
      "eval_f1_I-ResearchActivity": 0.5833956619296934,
      "eval_f1_I-SignOrSymptom": 0,
      "eval_f1_I-Substance": 0,
      "eval_f1_I-TemporalConcept": 0,
      "eval_f1_I-Virus": 0,
      "eval_loss": 0.001562474644742906,
      "eval_macro_f1": 0.2209203393125724,
      "eval_runtime": 27.9217,
      "eval_samples_per_second": 28.472,
      "eval_steps_per_second": 0.537,
      "step": 728
    },
    {
      "epoch": 8.0,
      "eval_f1_B-AminoAcidPeptideOrProtein": 0.7764060356652949,
      "eval_f1_B-AnatomicalAbnormality": 0,
      "eval_f1_B-Bacterium": 0,
      "eval_f1_B-BiologicFunction": 0.508108108108108,
      "eval_f1_B-BiologicallyActiveSubstance": 0.7341389728096677,
      "eval_f1_B-BiomedicalOccupationOrDiscipline": 0,
      "eval_f1_B-BodyPartOrganOrOrganComponent": 0.7806691449814126,
      "eval_f1_B-Cell": 0.6475409836065573,
      "eval_f1_B-CellComponent": 0.2641509433962264,
      "eval_f1_B-CellFunction": 0.5936599423631125,
      "eval_f1_B-CellOrMolecularDysfunction": 0,
      "eval_f1_B-Chemical": 0.35000000000000003,
      "eval_f1_B-ClinicalAttribute": 0.3838383838383838,
      "eval_f1_B-DiseaseOrSyndrome": 0.879837067209776,
      "eval_f1_B-EmbryonicStructure": 0,
      "eval_f1_B-EnvironmentalEffectOfHumans": 0,
      "eval_f1_B-Eukaryote": 0.3,
      "eval_f1_B-ExperimentalModelOfDisease": 0,
      "eval_f1_B-Finding": 0.36865021770682144,
      "eval_f1_B-GeneOrGenome": 0,
      "eval_f1_B-HealthCareActivity": 0.6107784431137725,
      "eval_f1_B-HealthCareRelatedOrganization": 0,
      "eval_f1_B-IndividualBehavior": 0,
      "eval_f1_B-InjuryOrPoisoning": 0,
      "eval_f1_B-MachineActivity": 0,
      "eval_f1_B-ManufacturedObject": 0,
      "eval_f1_B-MolecularSequence": 0,
      "eval_f1_B-NaturalPhenomenonOrProcess": 0,
      "eval_f1_B-NucleicAcidNucleosideOrNucleotide": 0.30303030303030304,
      "eval_f1_B-Organism": 0,
      "eval_f1_B-OrganismAttribute": 0,
      "eval_f1_B-PathologicFunction": 0.5911602209944752,
      "eval_f1_B-PatientOrDisabledGroup": 0.8869565217391304,
      "eval_f1_B-PharmacologicSubstance": 0.03333333333333333,
      "eval_f1_B-PopulationGroup": 0.5846153846153845,
      "eval_f1_B-ResearchActivity": 0.6436363636363637,
      "eval_f1_B-SignOrSymptom": 0,
      "eval_f1_B-Substance": 0,
      "eval_f1_B-TemporalConcept": 0.7662565905096661,
      "eval_f1_B-Virus": 0,
      "eval_f1_I-AminoAcidPeptideOrProtein": 0.7776470588235292,
      "eval_f1_I-AnatomicalAbnormality": 0,
      "eval_f1_I-Bacterium": 0,
      "eval_f1_I-BiologicFunction": 0.38431372549019605,
      "eval_f1_I-BiologicallyActiveSubstance": 0.7493827160493828,
      "eval_f1_I-BiomedicalOccupationOrDiscipline": 0,
      "eval_f1_I-BodyPartOrganOrOrganComponent": 0.8492307692307691,
      "eval_f1_I-Cell": 0.7197943444730077,
      "eval_f1_I-CellComponent": 0.3434343434343434,
      "eval_f1_I-CellFunction": 0.5372549019607844,
      "eval_f1_I-CellOrMolecularDysfunction": 0.7954545454545455,
      "eval_f1_I-Chemical": 0.4099722991689751,
      "eval_f1_I-ClinicalAttribute": 0.5566600397614314,
      "eval_f1_I-DiseaseOrSyndrome": 0.9022556390977444,
      "eval_f1_I-EmbryonicStructure": 0,
      "eval_f1_I-EnvironmentalEffectOfHumans": 0,
      "eval_f1_I-Eukaryote": 0,
      "eval_f1_I-ExperimentalModelOfDisease": 0.4705882352941176,
      "eval_f1_I-Finding": 0.13953488372093026,
      "eval_f1_I-GeneOrGenome": 0.14084507042253522,
      "eval_f1_I-HealthCareActivity": 0.6466302367941712,
      "eval_f1_I-HealthCareRelatedOrganization": 0,
      "eval_f1_I-IndividualBehavior": 0,
      "eval_f1_I-InjuryOrPoisoning": 0,
      "eval_f1_I-MachineActivity": 0,
      "eval_f1_I-ManufacturedObject": 0,
      "eval_f1_I-MolecularSequence": 0,
      "eval_f1_I-NaturalPhenomenonOrProcess": 0,
      "eval_f1_I-NucleicAcidNucleosideOrNucleotide": 0.6530612244897959,
      "eval_f1_I-Organism": 0,
      "eval_f1_I-OrganismAttribute": 0,
      "eval_f1_I-PathologicFunction": 0.753125,
      "eval_f1_I-PatientOrDisabledGroup": 0,
      "eval_f1_I-PharmacologicSubstance": 0.4537037037037037,
      "eval_f1_I-PopulationGroup": 0,
      "eval_f1_I-ResearchActivity": 0.5788712011577425,
      "eval_f1_I-SignOrSymptom": 0,
      "eval_f1_I-Substance": 0,
      "eval_f1_I-TemporalConcept": 0.09448818897637795,
      "eval_f1_I-Virus": 0,
      "eval_loss": 0.0014537478564307094,
      "eval_macro_f1": 0.27453768860202343,
      "eval_runtime": 27.8744,
      "eval_samples_per_second": 28.521,
      "eval_steps_per_second": 0.538,
      "step": 832
    },
    {
      "epoch": 9.0,
      "eval_f1_B-AminoAcidPeptideOrProtein": 0.7888111888111887,
      "eval_f1_B-AnatomicalAbnormality": 0,
      "eval_f1_B-Bacterium": 0,
      "eval_f1_B-BiologicFunction": 0.6013986013986015,
      "eval_f1_B-BiologicallyActiveSubstance": 0.6746166950596252,
      "eval_f1_B-BiomedicalOccupationOrDiscipline": 0,
      "eval_f1_B-BodyPartOrganOrOrganComponent": 0.7816091954022988,
      "eval_f1_B-Cell": 0.6724890829694323,
      "eval_f1_B-CellComponent": 0.21818181818181817,
      "eval_f1_B-CellFunction": 0.6476190476190475,
      "eval_f1_B-CellOrMolecularDysfunction": 0.7835051546391752,
      "eval_f1_B-Chemical": 0.36923076923076925,
      "eval_f1_B-ClinicalAttribute": 0.5313432835820896,
      "eval_f1_B-DiseaseOrSyndrome": 0.8685939553219448,
      "eval_f1_B-EmbryonicStructure": 0,
      "eval_f1_B-EnvironmentalEffectOfHumans": 0,
      "eval_f1_B-Eukaryote": 0.6666666666666667,
      "eval_f1_B-ExperimentalModelOfDisease": 0,
      "eval_f1_B-Finding": 0.4882280049566295,
      "eval_f1_B-GeneOrGenome": 0.02531645569620253,
      "eval_f1_B-HealthCareActivity": 0.6333687566418704,
      "eval_f1_B-HealthCareRelatedOrganization": 0,
      "eval_f1_B-IndividualBehavior": 0,
      "eval_f1_B-InjuryOrPoisoning": 0,
      "eval_f1_B-MachineActivity": 0,
      "eval_f1_B-ManufacturedObject": 0,
      "eval_f1_B-MolecularSequence": 0,
      "eval_f1_B-NaturalPhenomenonOrProcess": 0,
      "eval_f1_B-NucleicAcidNucleosideOrNucleotide": 0.35294117647058826,
      "eval_f1_B-Organism": 0,
      "eval_f1_B-OrganismAttribute": 0,
      "eval_f1_B-PathologicFunction": 0.6214689265536724,
      "eval_f1_B-PatientOrDisabledGroup": 0.9508196721311476,
      "eval_f1_B-PharmacologicSubstance": 0.24000000000000002,
      "eval_f1_B-PopulationGroup": 0.7092511013215859,
      "eval_f1_B-ResearchActivity": 0.6724890829694323,
      "eval_f1_B-SignOrSymptom": 0,
      "eval_f1_B-Substance": 0,
      "eval_f1_B-TemporalConcept": 0.7707979626485568,
      "eval_f1_B-Virus": 0,
      "eval_f1_I-AminoAcidPeptideOrProtein": 0.7828571428571429,
      "eval_f1_I-AnatomicalAbnormality": 0,
      "eval_f1_I-Bacterium": 0,
      "eval_f1_I-BiologicFunction": 0.4654088050314465,
      "eval_f1_I-BiologicallyActiveSubstance": 0.7732484076433122,
      "eval_f1_I-BiomedicalOccupationOrDiscipline": 0,
      "eval_f1_I-BodyPartOrganOrOrganComponent": 0.8300312825860271,
      "eval_f1_I-Cell": 0.7465940054495913,
      "eval_f1_I-CellComponent": 0.2545454545454545,
      "eval_f1_I-CellFunction": 0.6509433962264151,
      "eval_f1_I-CellOrMolecularDysfunction": 0.8283313325330132,
      "eval_f1_I-Chemical": 0.5178571428571428,
      "eval_f1_I-ClinicalAttribute": 0.6499102333931778,
      "eval_f1_I-DiseaseOrSyndrome": 0.8852634394223053,
      "eval_f1_I-EmbryonicStructure": 0,
      "eval_f1_I-EnvironmentalEffectOfHumans": 0,
      "eval_f1_I-Eukaryote": 0,
      "eval_f1_I-ExperimentalModelOfDisease": 0.4657534246575342,
      "eval_f1_I-Finding": 0.30033003300330036,
      "eval_f1_I-GeneOrGenome": 0.2697674418604651,
      "eval_f1_I-HealthCareActivity": 0.6356968215158924,
      "eval_f1_I-HealthCareRelatedOrganization": 0,
      "eval_f1_I-IndividualBehavior": 0,
      "eval_f1_I-InjuryOrPoisoning": 0,
      "eval_f1_I-MachineActivity": 0,
      "eval_f1_I-ManufacturedObject": 0,
      "eval_f1_I-MolecularSequence": 0,
      "eval_f1_I-NaturalPhenomenonOrProcess": 0,
      "eval_f1_I-NucleicAcidNucleosideOrNucleotide": 0.7804878048780488,
      "eval_f1_I-Organism": 0,
      "eval_f1_I-OrganismAttribute": 0,
      "eval_f1_I-PathologicFunction": 0.7338842975206612,
      "eval_f1_I-PatientOrDisabledGroup": 0,
      "eval_f1_I-PharmacologicSubstance": 0.40394088669950734,
      "eval_f1_I-PopulationGroup": 0,
      "eval_f1_I-ResearchActivity": 0.6048210372534696,
      "eval_f1_I-SignOrSymptom": 0,
      "eval_f1_I-Substance": 0,
      "eval_f1_I-TemporalConcept": 0.3949044585987261,
      "eval_f1_I-Virus": 0,
      "eval_loss": 0.001369316829368472,
      "eval_macro_f1": 0.31304154308506227,
      "eval_runtime": 28.0405,
      "eval_samples_per_second": 28.352,
      "eval_steps_per_second": 0.535,
      "step": 936
    },
    {
      "epoch": 9.62,
      "learning_rate": 0.0001698717948717949,
      "loss": 0.009,
      "step": 1000
    },
    {
      "epoch": 10.0,
      "eval_f1_B-AminoAcidPeptideOrProtein": 0.8033946251768034,
      "eval_f1_B-AnatomicalAbnormality": 0,
      "eval_f1_B-Bacterium": 0,
      "eval_f1_B-BiologicFunction": 0.6160714285714285,
      "eval_f1_B-BiologicallyActiveSubstance": 0.7329192546583853,
      "eval_f1_B-BiomedicalOccupationOrDiscipline": 0,
      "eval_f1_B-BodyPartOrganOrOrganComponent": 0.7980769230769231,
      "eval_f1_B-Cell": 0.675,
      "eval_f1_B-CellComponent": 0.3137254901960784,
      "eval_f1_B-CellFunction": 0.6200607902735563,
      "eval_f1_B-CellOrMolecularDysfunction": 0.8161434977578476,
      "eval_f1_B-Chemical": 0.3829787234042553,
      "eval_f1_B-ClinicalAttribute": 0.5876010781671159,
      "eval_f1_B-DiseaseOrSyndrome": 0.8578778135048231,
      "eval_f1_B-EmbryonicStructure": 0,
      "eval_f1_B-EnvironmentalEffectOfHumans": 0,
      "eval_f1_B-Eukaryote": 0.7222222222222222,
      "eval_f1_B-ExperimentalModelOfDisease": 0,
      "eval_f1_B-Finding": 0.5348595213319459,
      "eval_f1_B-GeneOrGenome": 0.2,
      "eval_f1_B-HealthCareActivity": 0.673036093418259,
      "eval_f1_B-HealthCareRelatedOrganization": 0,
      "eval_f1_B-IndividualBehavior": 0,
      "eval_f1_B-InjuryOrPoisoning": 0,
      "eval_f1_B-MachineActivity": 0,
      "eval_f1_B-ManufacturedObject": 0,
      "eval_f1_B-MolecularSequence": 0,
      "eval_f1_B-NaturalPhenomenonOrProcess": 0,
      "eval_f1_B-NucleicAcidNucleosideOrNucleotide": 0.358974358974359,
      "eval_f1_B-Organism": 0,
      "eval_f1_B-OrganismAttribute": 0.40404040404040403,
      "eval_f1_B-PathologicFunction": 0.6374695863746958,
      "eval_f1_B-PatientOrDisabledGroup": 0.967741935483871,
      "eval_f1_B-PharmacologicSubstance": 0.5,
      "eval_f1_B-PopulationGroup": 0.7894736842105263,
      "eval_f1_B-ResearchActivity": 0.6947194719471946,
      "eval_f1_B-SignOrSymptom": 0,
      "eval_f1_B-Substance": 0,
      "eval_f1_B-TemporalConcept": 0.7692307692307692,
      "eval_f1_B-Virus": 0,
      "eval_f1_I-AminoAcidPeptideOrProtein": 0.79067055393586,
      "eval_f1_I-AnatomicalAbnormality": 0,
      "eval_f1_I-Bacterium": 0,
      "eval_f1_I-BiologicFunction": 0.4982206405693951,
      "eval_f1_I-BiologicallyActiveSubstance": 0.7601208459214501,
      "eval_f1_I-BiomedicalOccupationOrDiscipline": 0,
      "eval_f1_I-BodyPartOrganOrOrganComponent": 0.8592283628779979,
      "eval_f1_I-Cell": 0.7382198952879582,
      "eval_f1_I-CellComponent": 0.3673469387755102,
      "eval_f1_I-CellFunction": 0.6009852216748768,
      "eval_f1_I-CellOrMolecularDysfunction": 0.8290282902829028,
      "eval_f1_I-Chemical": 0.5285714285714286,
      "eval_f1_I-ClinicalAttribute": 0.6357738646895273,
      "eval_f1_I-DiseaseOrSyndrome": 0.8755567199371234,
      "eval_f1_I-EmbryonicStructure": 0,
      "eval_f1_I-EnvironmentalEffectOfHumans": 0,
      "eval_f1_I-Eukaryote": 0,
      "eval_f1_I-ExperimentalModelOfDisease": 0.4748201438848921,
      "eval_f1_I-Finding": 0.36818851251840945,
      "eval_f1_I-GeneOrGenome": 0.39700374531835203,
      "eval_f1_I-HealthCareActivity": 0.668936170212766,
      "eval_f1_I-HealthCareRelatedOrganization": 0,
      "eval_f1_I-IndividualBehavior": 0,
      "eval_f1_I-InjuryOrPoisoning": 0,
      "eval_f1_I-MachineActivity": 0,
      "eval_f1_I-ManufacturedObject": 0,
      "eval_f1_I-MolecularSequence": 0,
      "eval_f1_I-NaturalPhenomenonOrProcess": 0,
      "eval_f1_I-NucleicAcidNucleosideOrNucleotide": 0.45714285714285713,
      "eval_f1_I-Organism": 0,
      "eval_f1_I-OrganismAttribute": 0,
      "eval_f1_I-PathologicFunction": 0.7093184979137691,
      "eval_f1_I-PatientOrDisabledGroup": 0,
      "eval_f1_I-PharmacologicSubstance": 0.6285714285714286,
      "eval_f1_I-PopulationGroup": 0,
      "eval_f1_I-ResearchActivity": 0.5974222896133433,
      "eval_f1_I-SignOrSymptom": 0,
      "eval_f1_I-Substance": 0,
      "eval_f1_I-TemporalConcept": 0.7196261682242991,
      "eval_f1_I-Virus": 0,
      "eval_loss": 0.0013324683532118797,
      "eval_macro_f1": 0.33700462809932014,
      "eval_runtime": 28.1872,
      "eval_samples_per_second": 28.204,
      "eval_steps_per_second": 0.532,
      "step": 1040
    },
    {
      "epoch": 11.0,
      "eval_f1_B-AminoAcidPeptideOrProtein": 0.7923497267759563,
      "eval_f1_B-AnatomicalAbnormality": 0,
      "eval_f1_B-Bacterium": 0,
      "eval_f1_B-BiologicFunction": 0.6320346320346321,
      "eval_f1_B-BiologicallyActiveSubstance": 0.7071320182094081,
      "eval_f1_B-BiomedicalOccupationOrDiscipline": 0,
      "eval_f1_B-BodyPartOrganOrOrganComponent": 0.7828282828282828,
      "eval_f1_B-Cell": 0.6991150442477877,
      "eval_f1_B-CellComponent": 0.4090909090909091,
      "eval_f1_B-CellFunction": 0.6422018348623854,
      "eval_f1_B-CellOrMolecularDysfunction": 0.8493150684931506,
      "eval_f1_B-Chemical": 0.3661971830985915,
      "eval_f1_B-ClinicalAttribute": 0.6223404255319149,
      "eval_f1_B-DiseaseOrSyndrome": 0.8738379814077025,
      "eval_f1_B-EmbryonicStructure": 0,
      "eval_f1_B-EnvironmentalEffectOfHumans": 0,
      "eval_f1_B-Eukaryote": 0.7428571428571428,
      "eval_f1_B-ExperimentalModelOfDisease": 0,
      "eval_f1_B-Finding": 0.5392491467576792,
      "eval_f1_B-GeneOrGenome": 0.2,
      "eval_f1_B-HealthCareActivity": 0.6701461377870563,
      "eval_f1_B-HealthCareRelatedOrganization": 0,
      "eval_f1_B-IndividualBehavior": 0,
      "eval_f1_B-InjuryOrPoisoning": 0.037037037037037035,
      "eval_f1_B-MachineActivity": 0,
      "eval_f1_B-ManufacturedObject": 0,
      "eval_f1_B-MolecularSequence": 0,
      "eval_f1_B-NaturalPhenomenonOrProcess": 0,
      "eval_f1_B-NucleicAcidNucleosideOrNucleotide": 0.46511627906976744,
      "eval_f1_B-Organism": 0,
      "eval_f1_B-OrganismAttribute": 0.5862068965517242,
      "eval_f1_B-PathologicFunction": 0.6651162790697676,
      "eval_f1_B-PatientOrDisabledGroup": 0.967741935483871,
      "eval_f1_B-PharmacologicSubstance": 0.5576923076923077,
      "eval_f1_B-PopulationGroup": 0.7730337078651686,
      "eval_f1_B-ResearchActivity": 0.7056798623063683,
      "eval_f1_B-SignOrSymptom": 0,
      "eval_f1_B-Substance": 0,
      "eval_f1_B-TemporalConcept": 0.779436152570481,
      "eval_f1_B-Virus": 0,
      "eval_f1_I-AminoAcidPeptideOrProtein": 0.7950727883538634,
      "eval_f1_I-AnatomicalAbnormality": 0,
      "eval_f1_I-Bacterium": 0,
      "eval_f1_I-BiologicFunction": 0.5128205128205129,
      "eval_f1_I-BiologicallyActiveSubstance": 0.7652383826191913,
      "eval_f1_I-BiomedicalOccupationOrDiscipline": 0,
      "eval_f1_I-BodyPartOrganOrOrganComponent": 0.845841784989858,
      "eval_f1_I-Cell": 0.7547169811320754,
      "eval_f1_I-CellComponent": 0.4271844660194175,
      "eval_f1_I-CellFunction": 0.6373165618448637,
      "eval_f1_I-CellOrMolecularDysfunction": 0.8372670807453416,
      "eval_f1_I-Chemical": 0.43450479233226835,
      "eval_f1_I-ClinicalAttribute": 0.6491862567811936,
      "eval_f1_I-DiseaseOrSyndrome": 0.8861636896827513,
      "eval_f1_I-EmbryonicStructure": 0,
      "eval_f1_I-EnvironmentalEffectOfHumans": 0,
      "eval_f1_I-Eukaryote": 0,
      "eval_f1_I-ExperimentalModelOfDisease": 0.4901960784313726,
      "eval_f1_I-Finding": 0.4127423822714682,
      "eval_f1_I-GeneOrGenome": 0.42446043165467623,
      "eval_f1_I-HealthCareActivity": 0.6583953680727875,
      "eval_f1_I-HealthCareRelatedOrganization": 0,
      "eval_f1_I-IndividualBehavior": 0,
      "eval_f1_I-InjuryOrPoisoning": 0,
      "eval_f1_I-MachineActivity": 0,
      "eval_f1_I-ManufacturedObject": 0,
      "eval_f1_I-MolecularSequence": 0,
      "eval_f1_I-NaturalPhenomenonOrProcess": 0,
      "eval_f1_I-NucleicAcidNucleosideOrNucleotide": 0.5161290322580646,
      "eval_f1_I-Organism": 0,
      "eval_f1_I-OrganismAttribute": 0,
      "eval_f1_I-PathologicFunction": 0.7237354085603113,
      "eval_f1_I-PatientOrDisabledGroup": 0,
      "eval_f1_I-PharmacologicSubstance": 0.5877551020408164,
      "eval_f1_I-PopulationGroup": 0,
      "eval_f1_I-ResearchActivity": 0.6198738170347003,
      "eval_f1_I-SignOrSymptom": 0,
      "eval_f1_I-Substance": 0,
      "eval_f1_I-TemporalConcept": 0.7829787234042553,
      "eval_f1_I-Virus": 0,
      "eval_loss": 0.0012902545277029276,
      "eval_macro_f1": 0.3478416954084861,
      "eval_runtime": 28.0164,
      "eval_samples_per_second": 28.376,
      "eval_steps_per_second": 0.535,
      "step": 1144
    },
    {
      "epoch": 12.0,
      "eval_f1_B-AminoAcidPeptideOrProtein": 0.7705627705627706,
      "eval_f1_B-AnatomicalAbnormality": 0,
      "eval_f1_B-Bacterium": 0,
      "eval_f1_B-BiologicFunction": 0.5852534562211981,
      "eval_f1_B-BiologicallyActiveSubstance": 0.7140549273021002,
      "eval_f1_B-BiomedicalOccupationOrDiscipline": 0,
      "eval_f1_B-BodyPartOrganOrOrganComponent": 0.7772151898734179,
      "eval_f1_B-Cell": 0.6724890829694323,
      "eval_f1_B-CellComponent": 0.5660377358490566,
      "eval_f1_B-CellFunction": 0.626959247648903,
      "eval_f1_B-CellOrMolecularDysfunction": 0.7982062780269057,
      "eval_f1_B-Chemical": 0.36363636363636365,
      "eval_f1_B-ClinicalAttribute": 0.6290322580645161,
      "eval_f1_B-DiseaseOrSyndrome": 0.8891891891891892,
      "eval_f1_B-EmbryonicStructure": 0,
      "eval_f1_B-EnvironmentalEffectOfHumans": 0,
      "eval_f1_B-Eukaryote": 0.7428571428571428,
      "eval_f1_B-ExperimentalModelOfDisease": 0,
      "eval_f1_B-Finding": 0.5458823529411765,
      "eval_f1_B-GeneOrGenome": 0.25174825174825183,
      "eval_f1_B-HealthCareActivity": 0.6505494505494505,
      "eval_f1_B-HealthCareRelatedOrganization": 0,
      "eval_f1_B-IndividualBehavior": 0,
      "eval_f1_B-InjuryOrPoisoning": 0.037037037037037035,
      "eval_f1_B-MachineActivity": 0,
      "eval_f1_B-ManufacturedObject": 0,
      "eval_f1_B-MolecularSequence": 0,
      "eval_f1_B-NaturalPhenomenonOrProcess": 0,
      "eval_f1_B-NucleicAcidNucleosideOrNucleotide": 0.5,
      "eval_f1_B-Organism": 0,
      "eval_f1_B-OrganismAttribute": 0.716417910447761,
      "eval_f1_B-PathologicFunction": 0.6363636363636364,
      "eval_f1_B-PatientOrDisabledGroup": 0.967741935483871,
      "eval_f1_B-PharmacologicSubstance": 0.5961538461538461,
      "eval_f1_B-PopulationGroup": 0.8189655172413792,
      "eval_f1_B-ResearchActivity": 0.7065868263473053,
      "eval_f1_B-SignOrSymptom": 0,
      "eval_f1_B-Substance": 0,
      "eval_f1_B-TemporalConcept": 0.7710437710437712,
      "eval_f1_B-Virus": 0,
      "eval_f1_I-AminoAcidPeptideOrProtein": 0.7751937984496123,
      "eval_f1_I-AnatomicalAbnormality": 0,
      "eval_f1_I-Bacterium": 0,
      "eval_f1_I-BiologicFunction": 0.48484848484848486,
      "eval_f1_I-BiologicallyActiveSubstance": 0.7485893416927899,
      "eval_f1_I-BiomedicalOccupationOrDiscipline": 0,
      "eval_f1_I-BodyPartOrganOrOrganComponent": 0.8444902162718847,
      "eval_f1_I-Cell": 0.7425474254742547,
      "eval_f1_I-CellComponent": 0.6031746031746031,
      "eval_f1_I-CellFunction": 0.6439909297052154,
      "eval_f1_I-CellOrMolecularDysfunction": 0.8296639629200465,
      "eval_f1_I-Chemical": 0.5217391304347826,
      "eval_f1_I-ClinicalAttribute": 0.6798206278026906,
      "eval_f1_I-DiseaseOrSyndrome": 0.9089921217060583,
      "eval_f1_I-EmbryonicStructure": 0,
      "eval_f1_I-EnvironmentalEffectOfHumans": 0,
      "eval_f1_I-Eukaryote": 0,
      "eval_f1_I-ExperimentalModelOfDisease": 0.25316455696202533,
      "eval_f1_I-Finding": 0.4619492656875834,
      "eval_f1_I-GeneOrGenome": 0.44368600682593856,
      "eval_f1_I-HealthCareActivity": 0.6759410801963993,
      "eval_f1_I-HealthCareRelatedOrganization": 0,
      "eval_f1_I-IndividualBehavior": 0,
      "eval_f1_I-InjuryOrPoisoning": 0,
      "eval_f1_I-MachineActivity": 0,
      "eval_f1_I-ManufacturedObject": 0,
      "eval_f1_I-MolecularSequence": 0,
      "eval_f1_I-NaturalPhenomenonOrProcess": 0,
      "eval_f1_I-NucleicAcidNucleosideOrNucleotide": 0.463768115942029,
      "eval_f1_I-Organism": 0,
      "eval_f1_I-OrganismAttribute": 0,
      "eval_f1_I-PathologicFunction": 0.7685325264750378,
      "eval_f1_I-PatientOrDisabledGroup": 0,
      "eval_f1_I-PharmacologicSubstance": 0.7135678391959799,
      "eval_f1_I-PopulationGroup": 0.4347826086956523,
      "eval_f1_I-ResearchActivity": 0.6116731517509727,
      "eval_f1_I-SignOrSymptom": 0.18181818181818182,
      "eval_f1_I-Substance": 0,
      "eval_f1_I-TemporalConcept": 0.775330396475771,
      "eval_f1_I-Virus": 0,
      "eval_loss": 0.0012513273395597935,
      "eval_macro_f1": 0.36126560687580606,
      "eval_runtime": 27.9914,
      "eval_samples_per_second": 28.402,
      "eval_steps_per_second": 0.536,
      "step": 1248
    },
    {
      "epoch": 13.0,
      "eval_f1_B-AminoAcidPeptideOrProtein": 0.7499999999999999,
      "eval_f1_B-AnatomicalAbnormality": 0,
      "eval_f1_B-Bacterium": 0,
      "eval_f1_B-BiologicFunction": 0.6044444444444445,
      "eval_f1_B-BiologicallyActiveSubstance": 0.6801242236024845,
      "eval_f1_B-BiomedicalOccupationOrDiscipline": 0,
      "eval_f1_B-BodyPartOrganOrOrganComponent": 0.7715355805243446,
      "eval_f1_B-Cell": 0.6926406926406925,
      "eval_f1_B-CellComponent": 0.3529411764705882,
      "eval_f1_B-CellFunction": 0.638036809815951,
      "eval_f1_B-CellOrMolecularDysfunction": 0.8230088495575222,
      "eval_f1_B-Chemical": 0.41791044776119407,
      "eval_f1_B-ClinicalAttribute": 0.6365914786967419,
      "eval_f1_B-DiseaseOrSyndrome": 0.8926401080351113,
      "eval_f1_B-EmbryonicStructure": 0,
      "eval_f1_B-EnvironmentalEffectOfHumans": 0,
      "eval_f1_B-Eukaryote": 0.7428571428571428,
      "eval_f1_B-ExperimentalModelOfDisease": 0,
      "eval_f1_B-Finding": 0.5444059976931949,
      "eval_f1_B-GeneOrGenome": 0.2714285714285714,
      "eval_f1_B-HealthCareActivity": 0.6814814814814815,
      "eval_f1_B-HealthCareRelatedOrganization": 0,
      "eval_f1_B-IndividualBehavior": 0,
      "eval_f1_B-InjuryOrPoisoning": 0.1,
      "eval_f1_B-MachineActivity": 0,
      "eval_f1_B-ManufacturedObject": 0,
      "eval_f1_B-MolecularSequence": 0,
      "eval_f1_B-NaturalPhenomenonOrProcess": 0,
      "eval_f1_B-NucleicAcidNucleosideOrNucleotide": 0.46153846153846156,
      "eval_f1_B-Organism": 0,
      "eval_f1_B-OrganismAttribute": 0.7424242424242424,
      "eval_f1_B-PathologicFunction": 0.6813725490196078,
      "eval_f1_B-PatientOrDisabledGroup": 0.967741935483871,
      "eval_f1_B-PharmacologicSubstance": 0.5904761904761905,
      "eval_f1_B-PopulationGroup": 0.8285077951002227,
      "eval_f1_B-ResearchActivity": 0.7110332749562172,
      "eval_f1_B-SignOrSymptom": 0,
      "eval_f1_B-Substance": 0,
      "eval_f1_B-TemporalConcept": 0.7761194029850746,
      "eval_f1_B-Virus": 0,
      "eval_f1_I-AminoAcidPeptideOrProtein": 0.7717195925704016,
      "eval_f1_I-AnatomicalAbnormality": 0,
      "eval_f1_I-Bacterium": 0,
      "eval_f1_I-BiologicFunction": 0.5072886297376095,
      "eval_f1_I-BiologicallyActiveSubstance": 0.7492022973835354,
      "eval_f1_I-BiomedicalOccupationOrDiscipline": 0.34782608695652173,
      "eval_f1_I-BodyPartOrganOrOrganComponent": 0.8428428428428428,
      "eval_f1_I-Cell": 0.7520435967302451,
      "eval_f1_I-CellComponent": 0.35514018691588783,
      "eval_f1_I-CellFunction": 0.6069868995633187,
      "eval_f1_I-CellOrMolecularDysfunction": 0.8426150121065376,
      "eval_f1_I-Chemical": 0.47923322683706066,
      "eval_f1_I-ClinicalAttribute": 0.6870629370629371,
      "eval_f1_I-DiseaseOrSyndrome": 0.9132569558101473,
      "eval_f1_I-EmbryonicStructure": 0,
      "eval_f1_I-EnvironmentalEffectOfHumans": 0,
      "eval_f1_I-Eukaryote": 0,
      "eval_f1_I-ExperimentalModelOfDisease": 0.42666666666666664,
      "eval_f1_I-Finding": 0.45539280958721706,
      "eval_f1_I-GeneOrGenome": 0.4056939501779359,
      "eval_f1_I-HealthCareActivity": 0.6579591836734694,
      "eval_f1_I-HealthCareRelatedOrganization": 0,
      "eval_f1_I-IndividualBehavior": 0,
      "eval_f1_I-InjuryOrPoisoning": 0.17142857142857143,
      "eval_f1_I-MachineActivity": 0,
      "eval_f1_I-ManufacturedObject": 0,
      "eval_f1_I-MolecularSequence": 0,
      "eval_f1_I-NaturalPhenomenonOrProcess": 0,
      "eval_f1_I-NucleicAcidNucleosideOrNucleotide": 0.7441860465116279,
      "eval_f1_I-Organism": 0,
      "eval_f1_I-OrganismAttribute": 0.12903225806451613,
      "eval_f1_I-PathologicFunction": 0.7671601615074024,
      "eval_f1_I-PatientOrDisabledGroup": 0,
      "eval_f1_I-PharmacologicSubstance": 0.676328502415459,
      "eval_f1_I-PopulationGroup": 0.6805555555555556,
      "eval_f1_I-ResearchActivity": 0.6172465960665658,
      "eval_f1_I-SignOrSymptom": 0.23529411764705882,
      "eval_f1_I-Substance": 0,
      "eval_f1_I-TemporalConcept": 0.7543859649122806,
      "eval_f1_I-Virus": 0,
      "eval_loss": 0.0012185692321509123,
      "eval_macro_f1": 0.37419761882155905,
      "eval_runtime": 27.9234,
      "eval_samples_per_second": 28.471,
      "eval_steps_per_second": 0.537,
      "step": 1352
    },
    {
      "epoch": 14.0,
      "eval_f1_B-AminoAcidPeptideOrProtein": 0.7732962447844228,
      "eval_f1_B-AnatomicalAbnormality": 0,
      "eval_f1_B-Bacterium": 0,
      "eval_f1_B-BiologicFunction": 0.6126914660831511,
      "eval_f1_B-BiologicallyActiveSubstance": 0.6825633383010432,
      "eval_f1_B-BiomedicalOccupationOrDiscipline": 0,
      "eval_f1_B-BodyPartOrganOrOrganComponent": 0.7871287128712872,
      "eval_f1_B-Cell": 0.6952789699570816,
      "eval_f1_B-CellComponent": 0.3939393939393939,
      "eval_f1_B-CellFunction": 0.6306818181818182,
      "eval_f1_B-CellOrMolecularDysfunction": 0.7844827586206896,
      "eval_f1_B-Chemical": 0.3536585365853659,
      "eval_f1_B-ClinicalAttribute": 0.6552567237163814,
      "eval_f1_B-DiseaseOrSyndrome": 0.8940217391304348,
      "eval_f1_B-EmbryonicStructure": 0,
      "eval_f1_B-EnvironmentalEffectOfHumans": 0,
      "eval_f1_B-Eukaryote": 0.7368421052631577,
      "eval_f1_B-ExperimentalModelOfDisease": 0,
      "eval_f1_B-Finding": 0.5608695652173912,
      "eval_f1_B-GeneOrGenome": 0.2597402597402597,
      "eval_f1_B-HealthCareActivity": 0.6803699897225077,
      "eval_f1_B-HealthCareRelatedOrganization": 0,
      "eval_f1_B-IndividualBehavior": 0,
      "eval_f1_B-InjuryOrPoisoning": 0.17910447761194026,
      "eval_f1_B-MachineActivity": 0,
      "eval_f1_B-ManufacturedObject": 0,
      "eval_f1_B-MolecularSequence": 0,
      "eval_f1_B-NaturalPhenomenonOrProcess": 0,
      "eval_f1_B-NucleicAcidNucleosideOrNucleotide": 0.5106382978723404,
      "eval_f1_B-Organism": 0,
      "eval_f1_B-OrganismAttribute": 0.7586206896551724,
      "eval_f1_B-PathologicFunction": 0.6873385012919897,
      "eval_f1_B-PatientOrDisabledGroup": 0.967741935483871,
      "eval_f1_B-PharmacologicSubstance": 0.5789473684210527,
      "eval_f1_B-PopulationGroup": 0.8301075268817204,
      "eval_f1_B-ResearchActivity": 0.711111111111111,
      "eval_f1_B-SignOrSymptom": 0.1111111111111111,
      "eval_f1_B-Substance": 0.13186813186813187,
      "eval_f1_B-TemporalConcept": 0.7836065573770492,
      "eval_f1_B-Virus": 0,
      "eval_f1_I-AminoAcidPeptideOrProtein": 0.7843601895734598,
      "eval_f1_I-AnatomicalAbnormality": 0,
      "eval_f1_I-Bacterium": 0,
      "eval_f1_I-BiologicFunction": 0.5191740412979351,
      "eval_f1_I-BiologicallyActiveSubstance": 0.7532792004996878,
      "eval_f1_I-BiomedicalOccupationOrDiscipline": 0.5660377358490566,
      "eval_f1_I-BodyPartOrganOrOrganComponent": 0.843718079673136,
      "eval_f1_I-Cell": 0.7513513513513512,
      "eval_f1_I-CellComponent": 0.4615384615384615,
      "eval_f1_I-CellFunction": 0.6016260162601627,
      "eval_f1_I-CellOrMolecularDysfunction": 0.8363201911589009,
      "eval_f1_I-Chemical": 0.4193548387096774,
      "eval_f1_I-ClinicalAttribute": 0.6552901023890785,
      "eval_f1_I-DiseaseOrSyndrome": 0.9125893347993402,
      "eval_f1_I-EmbryonicStructure": 0,
      "eval_f1_I-EnvironmentalEffectOfHumans": 0,
      "eval_f1_I-Eukaryote": 0.7272727272727272,
      "eval_f1_I-ExperimentalModelOfDisease": 0.49541284403669733,
      "eval_f1_I-Finding": 0.4152866242038217,
      "eval_f1_I-GeneOrGenome": 0.4350649350649351,
      "eval_f1_I-HealthCareActivity": 0.6761506276150627,
      "eval_f1_I-HealthCareRelatedOrganization": 0.13793103448275862,
      "eval_f1_I-IndividualBehavior": 0,
      "eval_f1_I-InjuryOrPoisoning": 0.5394736842105263,
      "eval_f1_I-MachineActivity": 0,
      "eval_f1_I-ManufacturedObject": 0,
      "eval_f1_I-MolecularSequence": 0,
      "eval_f1_I-NaturalPhenomenonOrProcess": 0,
      "eval_f1_I-NucleicAcidNucleosideOrNucleotide": 0.6666666666666666,
      "eval_f1_I-Organism": 0,
      "eval_f1_I-OrganismAttribute": 0.3333333333333333,
      "eval_f1_I-PathologicFunction": 0.7748538011695906,
      "eval_f1_I-PatientOrDisabledGroup": 0,
      "eval_f1_I-PharmacologicSubstance": 0.6396396396396397,
      "eval_f1_I-PopulationGroup": 0.6849315068493151,
      "eval_f1_I-ResearchActivity": 0.6248037676609104,
      "eval_f1_I-SignOrSymptom": 0.4878048780487804,
      "eval_f1_I-Substance": 0,
      "eval_f1_I-TemporalConcept": 0.7833333333333333,
      "eval_f1_I-Virus": 0,
      "eval_loss": 0.0012213359586894512,
      "eval_macro_f1": 0.40347020346860274,
      "eval_runtime": 27.9556,
      "eval_samples_per_second": 28.438,
      "eval_steps_per_second": 0.537,
      "step": 1456
    },
    {
      "epoch": 15.0,
      "eval_f1_B-AminoAcidPeptideOrProtein": 0.764872521246459,
      "eval_f1_B-AnatomicalAbnormality": 0,
      "eval_f1_B-Bacterium": 0,
      "eval_f1_B-BiologicFunction": 0.621923937360179,
      "eval_f1_B-BiologicallyActiveSubstance": 0.7160493827160493,
      "eval_f1_B-BiomedicalOccupationOrDiscipline": 0.09756097560975609,
      "eval_f1_B-BodyPartOrganOrOrganComponent": 0.795969773299748,
      "eval_f1_B-Cell": 0.6893617021276596,
      "eval_f1_B-CellComponent": 0.4150943396226415,
      "eval_f1_B-CellFunction": 0.6064139941690962,
      "eval_f1_B-CellOrMolecularDysfunction": 0.8105726872246696,
      "eval_f1_B-Chemical": 0.3815789473684211,
      "eval_f1_B-ClinicalAttribute": 0.6424870466321244,
      "eval_f1_B-DiseaseOrSyndrome": 0.9005449591280653,
      "eval_f1_B-EmbryonicStructure": 0,
      "eval_f1_B-EnvironmentalEffectOfHumans": 0,
      "eval_f1_B-Eukaryote": 0.6842105263157895,
      "eval_f1_B-ExperimentalModelOfDisease": 0,
      "eval_f1_B-Finding": 0.5673913043478261,
      "eval_f1_B-GeneOrGenome": 0.29729729729729726,
      "eval_f1_B-HealthCareActivity": 0.6963906581740976,
      "eval_f1_B-HealthCareRelatedOrganization": 0,
      "eval_f1_B-IndividualBehavior": 0,
      "eval_f1_B-InjuryOrPoisoning": 0.33802816901408456,
      "eval_f1_B-MachineActivity": 0,
      "eval_f1_B-ManufacturedObject": 0,
      "eval_f1_B-MolecularSequence": 0,
      "eval_f1_B-NaturalPhenomenonOrProcess": 0,
      "eval_f1_B-NucleicAcidNucleosideOrNucleotide": 0.46808510638297873,
      "eval_f1_B-Organism": 0,
      "eval_f1_B-OrganismAttribute": 0.7517730496453899,
      "eval_f1_B-PathologicFunction": 0.6875,
      "eval_f1_B-PatientOrDisabledGroup": 0.991869918699187,
      "eval_f1_B-PharmacologicSubstance": 0.5714285714285714,
      "eval_f1_B-PopulationGroup": 0.8258064516129031,
      "eval_f1_B-ResearchActivity": 0.7157534246575342,
      "eval_f1_B-SignOrSymptom": 0.25641025641025644,
      "eval_f1_B-Substance": 0.10989010989010989,
      "eval_f1_B-TemporalConcept": 0.7949125596184419,
      "eval_f1_B-Virus": 0,
      "eval_f1_I-AminoAcidPeptideOrProtein": 0.7810437912417516,
      "eval_f1_I-AnatomicalAbnormality": 0,
      "eval_f1_I-Bacterium": 0,
      "eval_f1_I-BiologicFunction": 0.5432835820895523,
      "eval_f1_I-BiologicallyActiveSubstance": 0.7718204488778055,
      "eval_f1_I-BiomedicalOccupationOrDiscipline": 0.6181818181818182,
      "eval_f1_I-BodyPartOrganOrOrganComponent": 0.8509316770186336,
      "eval_f1_I-Cell": 0.7286821705426356,
      "eval_f1_I-CellComponent": 0.5128205128205128,
      "eval_f1_I-CellFunction": 0.5681381957773514,
      "eval_f1_I-CellOrMolecularDysfunction": 0.8483353884093711,
      "eval_f1_I-Chemical": 0.47352024922118385,
      "eval_f1_I-ClinicalAttribute": 0.6905594405594406,
      "eval_f1_I-DiseaseOrSyndrome": 0.9226918798665183,
      "eval_f1_I-EmbryonicStructure": 0,
      "eval_f1_I-EnvironmentalEffectOfHumans": 0,
      "eval_f1_I-Eukaryote": 0.7692307692307692,
      "eval_f1_I-ExperimentalModelOfDisease": 0.5689655172413792,
      "eval_f1_I-Finding": 0.4784217016029593,
      "eval_f1_I-GeneOrGenome": 0.4584717607973422,
      "eval_f1_I-HealthCareActivity": 0.6945606694560669,
      "eval_f1_I-HealthCareRelatedOrganization": 0.28125,
      "eval_f1_I-IndividualBehavior": 0,
      "eval_f1_I-InjuryOrPoisoning": 0.6706586826347305,
      "eval_f1_I-MachineActivity": 0,
      "eval_f1_I-ManufacturedObject": 0,
      "eval_f1_I-MolecularSequence": 0,
      "eval_f1_I-NaturalPhenomenonOrProcess": 0,
      "eval_f1_I-NucleicAcidNucleosideOrNucleotide": 0.6037735849056604,
      "eval_f1_I-Organism": 0,
      "eval_f1_I-OrganismAttribute": 0.34146341463414637,
      "eval_f1_I-PathologicFunction": 0.7632978723404257,
      "eval_f1_I-PatientOrDisabledGroup": 0,
      "eval_f1_I-PharmacologicSubstance": 0.6367713004484306,
      "eval_f1_I-PopulationGroup": 0.7250000000000001,
      "eval_f1_I-ResearchActivity": 0.6104294478527607,
      "eval_f1_I-SignOrSymptom": 0.5581395348837209,
      "eval_f1_I-Substance": 0,
      "eval_f1_I-TemporalConcept": 0.8015873015873015,
      "eval_f1_I-Virus": 0,
      "eval_loss": 0.0012031312799081206,
      "eval_macro_f1": 0.41839010477777006,
      "eval_runtime": 27.9952,
      "eval_samples_per_second": 28.398,
      "eval_steps_per_second": 0.536,
      "step": 1560
    },
    {
      "epoch": 16.0,
      "eval_f1_B-AminoAcidPeptideOrProtein": 0.7690140845070423,
      "eval_f1_B-AnatomicalAbnormality": 0,
      "eval_f1_B-Bacterium": 0,
      "eval_f1_B-BiologicFunction": 0.5991189427312775,
      "eval_f1_B-BiologicallyActiveSubstance": 0.7140649149922721,
      "eval_f1_B-BiomedicalOccupationOrDiscipline": 0.29166666666666663,
      "eval_f1_B-BodyPartOrganOrOrganComponent": 0.7969348659003832,
      "eval_f1_B-Cell": 0.6978723404255319,
      "eval_f1_B-CellComponent": 0.39999999999999997,
      "eval_f1_B-CellFunction": 0.6220930232558138,
      "eval_f1_B-CellOrMolecularDysfunction": 0.817391304347826,
      "eval_f1_B-Chemical": 0.37662337662337664,
      "eval_f1_B-ClinicalAttribute": 0.6582278481012658,
      "eval_f1_B-DiseaseOrSyndrome": 0.905089408528198,
      "eval_f1_B-EmbryonicStructure": 0,
      "eval_f1_B-EnvironmentalEffectOfHumans": 0,
      "eval_f1_B-Eukaryote": 0.717948717948718,
      "eval_f1_B-ExperimentalModelOfDisease": 0.125,
      "eval_f1_B-Finding": 0.5641025641025641,
      "eval_f1_B-GeneOrGenome": 0.27999999999999997,
      "eval_f1_B-HealthCareActivity": 0.6870229007633588,
      "eval_f1_B-HealthCareRelatedOrganization": 0,
      "eval_f1_B-IndividualBehavior": 0,
      "eval_f1_B-InjuryOrPoisoning": 0.30985915492957744,
      "eval_f1_B-MachineActivity": 0,
      "eval_f1_B-ManufacturedObject": 0,
      "eval_f1_B-MolecularSequence": 0,
      "eval_f1_B-NaturalPhenomenonOrProcess": 0,
      "eval_f1_B-NucleicAcidNucleosideOrNucleotide": 0.4799999999999999,
      "eval_f1_B-Organism": 0,
      "eval_f1_B-OrganismAttribute": 0.7586206896551724,
      "eval_f1_B-PathologicFunction": 0.6960784313725489,
      "eval_f1_B-PatientOrDisabledGroup": 0.9836065573770492,
      "eval_f1_B-PharmacologicSubstance": 0.5517241379310345,
      "eval_f1_B-PopulationGroup": 0.8243243243243242,
      "eval_f1_B-ResearchActivity": 0.7111501316944688,
      "eval_f1_B-SignOrSymptom": 0.21052631578947367,
      "eval_f1_B-Substance": 0.10989010989010989,
      "eval_f1_B-TemporalConcept": 0.8012924071082391,
      "eval_f1_B-Virus": 0,
      "eval_f1_I-AminoAcidPeptideOrProtein": 0.7924743443557584,
      "eval_f1_I-AnatomicalAbnormality": 0,
      "eval_f1_I-Bacterium": 0,
      "eval_f1_I-BiologicFunction": 0.5257452574525746,
      "eval_f1_I-BiologicallyActiveSubstance": 0.7677018633540372,
      "eval_f1_I-BiomedicalOccupationOrDiscipline": 0.6071428571428572,
      "eval_f1_I-BodyPartOrganOrOrganComponent": 0.8615384615384616,
      "eval_f1_I-Cell": 0.7526881720430109,
      "eval_f1_I-CellComponent": 0.4705882352941176,
      "eval_f1_I-CellFunction": 0.5964912280701754,
      "eval_f1_I-CellOrMolecularDysfunction": 0.8319018404907976,
      "eval_f1_I-Chemical": 0.42045454545454547,
      "eval_f1_I-ClinicalAttribute": 0.6815343443354147,
      "eval_f1_I-DiseaseOrSyndrome": 0.9237643116447919,
      "eval_f1_I-EmbryonicStructure": 0,
      "eval_f1_I-EnvironmentalEffectOfHumans": 0,
      "eval_f1_I-Eukaryote": 0.6666666666666666,
      "eval_f1_I-ExperimentalModelOfDisease": 0.6055045871559633,
      "eval_f1_I-Finding": 0.4704433497536946,
      "eval_f1_I-GeneOrGenome": 0.4545454545454545,
      "eval_f1_I-HealthCareActivity": 0.6906354515050167,
      "eval_f1_I-HealthCareRelatedOrganization": 0.35820895522388063,
      "eval_f1_I-IndividualBehavior": 0,
      "eval_f1_I-InjuryOrPoisoning": 0.67816091954023,
      "eval_f1_I-MachineActivity": 0,
      "eval_f1_I-ManufacturedObject": 0,
      "eval_f1_I-MolecularSequence": 0,
      "eval_f1_I-NaturalPhenomenonOrProcess": 0,
      "eval_f1_I-NucleicAcidNucleosideOrNucleotide": 0.64,
      "eval_f1_I-Organism": 0,
      "eval_f1_I-OrganismAttribute": 0.34782608695652173,
      "eval_f1_I-PathologicFunction": 0.7574468085106384,
      "eval_f1_I-PatientOrDisabledGroup": 0,
      "eval_f1_I-PharmacologicSubstance": 0.6350710900473934,
      "eval_f1_I-PopulationGroup": 0.7544910179640718,
      "eval_f1_I-ResearchActivity": 0.616692426584235,
      "eval_f1_I-SignOrSymptom": 0.47619047619047616,
      "eval_f1_I-Substance": 0.03278688524590164,
      "eval_f1_I-TemporalConcept": 0.7736625514403292,
      "eval_f1_I-Virus": 0,
      "eval_loss": 0.0011849849252030253,
      "eval_macro_f1": 0.4206200175934164,
      "eval_runtime": 27.8735,
      "eval_samples_per_second": 28.522,
      "eval_steps_per_second": 0.538,
      "step": 1664
    },
    {
      "epoch": 17.0,
      "eval_f1_B-AminoAcidPeptideOrProtein": 0.7642956764295677,
      "eval_f1_B-AnatomicalAbnormality": 0,
      "eval_f1_B-Bacterium": 0,
      "eval_f1_B-BiologicFunction": 0.5972222222222222,
      "eval_f1_B-BiologicallyActiveSubstance": 0.717948717948718,
      "eval_f1_B-BiomedicalOccupationOrDiscipline": 0.32653061224489793,
      "eval_f1_B-BodyPartOrganOrOrganComponent": 0.7931456548347614,
      "eval_f1_B-Cell": 0.6952789699570816,
      "eval_f1_B-CellComponent": 0.37037037037037035,
      "eval_f1_B-CellFunction": 0.6280487804878048,
      "eval_f1_B-CellOrMolecularDysfunction": 0.7815126050420168,
      "eval_f1_B-Chemical": 0.3841059602649006,
      "eval_f1_B-ClinicalAttribute": 0.6568627450980392,
      "eval_f1_B-DiseaseOrSyndrome": 0.8894771674387822,
      "eval_f1_B-EmbryonicStructure": 0,
      "eval_f1_B-EnvironmentalEffectOfHumans": 0,
      "eval_f1_B-Eukaryote": 0.6666666666666667,
      "eval_f1_B-ExperimentalModelOfDisease": 0.1818181818181818,
      "eval_f1_B-Finding": 0.5497630331753555,
      "eval_f1_B-GeneOrGenome": 0.27027027027027023,
      "eval_f1_B-HealthCareActivity": 0.693193717277487,
      "eval_f1_B-HealthCareRelatedOrganization": 0,
      "eval_f1_B-IndividualBehavior": 0,
      "eval_f1_B-InjuryOrPoisoning": 0.4367816091954023,
      "eval_f1_B-MachineActivity": 0,
      "eval_f1_B-ManufacturedObject": 0,
      "eval_f1_B-MolecularSequence": 0,
      "eval_f1_B-NaturalPhenomenonOrProcess": 0,
      "eval_f1_B-NucleicAcidNucleosideOrNucleotide": 0.48979591836734687,
      "eval_f1_B-Organism": 0,
      "eval_f1_B-OrganismAttribute": 0.7534246575342466,
      "eval_f1_B-PathologicFunction": 0.6764705882352942,
      "eval_f1_B-PatientOrDisabledGroup": 0.9752066115702479,
      "eval_f1_B-PharmacologicSubstance": 0.5964912280701754,
      "eval_f1_B-PopulationGroup": 0.8333333333333333,
      "eval_f1_B-ResearchActivity": 0.7209920283436669,
      "eval_f1_B-SignOrSymptom": 0.25,
      "eval_f1_B-Substance": 0.18947368421052632,
      "eval_f1_B-TemporalConcept": 0.7974068071312804,
      "eval_f1_B-Virus": 0,
      "eval_f1_I-AminoAcidPeptideOrProtein": 0.7875647668393784,
      "eval_f1_I-AnatomicalAbnormality": 0,
      "eval_f1_I-Bacterium": 0,
      "eval_f1_I-BiologicFunction": 0.5813953488372092,
      "eval_f1_I-BiologicallyActiveSubstance": 0.7666666666666667,
      "eval_f1_I-BiomedicalOccupationOrDiscipline": 0.5098039215686275,
      "eval_f1_I-BodyPartOrganOrOrganComponent": 0.8667992047713718,
      "eval_f1_I-Cell": 0.7629427792915532,
      "eval_f1_I-CellComponent": 0.4067796610169491,
      "eval_f1_I-CellFunction": 0.6,
      "eval_f1_I-CellOrMolecularDysfunction": 0.8231213872832369,
      "eval_f1_I-Chemical": 0.5016722408026756,
      "eval_f1_I-ClinicalAttribute": 0.6783831282952549,
      "eval_f1_I-DiseaseOrSyndrome": 0.8991216396060686,
      "eval_f1_I-EmbryonicStructure": 0,
      "eval_f1_I-EnvironmentalEffectOfHumans": 0,
      "eval_f1_I-Eukaryote": 0.6666666666666667,
      "eval_f1_I-ExperimentalModelOfDisease": 0.5087719298245614,
      "eval_f1_I-Finding": 0.3977110157367668,
      "eval_f1_I-GeneOrGenome": 0.4161073825503356,
      "eval_f1_I-HealthCareActivity": 0.687603305785124,
      "eval_f1_I-HealthCareRelatedOrganization": 0.4117647058823529,
      "eval_f1_I-IndividualBehavior": 0,
      "eval_f1_I-InjuryOrPoisoning": 0.6938775510204082,
      "eval_f1_I-MachineActivity": 0,
      "eval_f1_I-ManufacturedObject": 0,
      "eval_f1_I-MolecularSequence": 0,
      "eval_f1_I-NaturalPhenomenonOrProcess": 0.03738317757009346,
      "eval_f1_I-NucleicAcidNucleosideOrNucleotide": 0.5714285714285714,
      "eval_f1_I-Organism": 0.20149253731343283,
      "eval_f1_I-OrganismAttribute": 0.35555555555555557,
      "eval_f1_I-PathologicFunction": 0.7486910994764397,
      "eval_f1_I-PatientOrDisabledGroup": 0,
      "eval_f1_I-PharmacologicSubstance": 0.593607305936073,
      "eval_f1_I-PopulationGroup": 0.7455621301775148,
      "eval_f1_I-ResearchActivity": 0.6267432321575062,
      "eval_f1_I-SignOrSymptom": 0.5581395348837209,
      "eval_f1_I-Substance": 0.2857142857142857,
      "eval_f1_I-TemporalConcept": 0.7874015748031497,
      "eval_f1_I-Virus": 0,
      "eval_loss": 0.0011897546937689185,
      "eval_macro_f1": 0.42705450156250235,
      "eval_runtime": 27.8852,
      "eval_samples_per_second": 28.51,
      "eval_steps_per_second": 0.538,
      "step": 1768
    },
    {
      "epoch": 18.0,
      "eval_f1_B-AminoAcidPeptideOrProtein": 0.7741935483870968,
      "eval_f1_B-AnatomicalAbnormality": 0,
      "eval_f1_B-Bacterium": 0,
      "eval_f1_B-BiologicFunction": 0.6269315673289183,
      "eval_f1_B-BiologicallyActiveSubstance": 0.7215568862275449,
      "eval_f1_B-BiomedicalOccupationOrDiscipline": 0.44444444444444436,
      "eval_f1_B-BodyPartOrganOrOrganComponent": 0.7868020304568528,
      "eval_f1_B-Cell": 0.6978723404255319,
      "eval_f1_B-CellComponent": 0.39215686274509803,
      "eval_f1_B-CellFunction": 0.6374269005847952,
      "eval_f1_B-CellOrMolecularDysfunction": 0.7983193277310924,
      "eval_f1_B-Chemical": 0.4195804195804196,
      "eval_f1_B-ClinicalAttribute": 0.6650246305418719,
      "eval_f1_B-DiseaseOrSyndrome": 0.9013513513513512,
      "eval_f1_B-EmbryonicStructure": 0,
      "eval_f1_B-EnvironmentalEffectOfHumans": 0,
      "eval_f1_B-Eukaryote": 0.6511627906976744,
      "eval_f1_B-ExperimentalModelOfDisease": 0.10526315789473685,
      "eval_f1_B-Finding": 0.5714285714285713,
      "eval_f1_B-GeneOrGenome": 0.3151515151515152,
      "eval_f1_B-HealthCareActivity": 0.6790505675954593,
      "eval_f1_B-HealthCareRelatedOrganization": 0,
      "eval_f1_B-IndividualBehavior": 0,
      "eval_f1_B-InjuryOrPoisoning": 0.5,
      "eval_f1_B-MachineActivity": 0,
      "eval_f1_B-ManufacturedObject": 0,
      "eval_f1_B-MolecularSequence": 0,
      "eval_f1_B-NaturalPhenomenonOrProcess": 0,
      "eval_f1_B-NucleicAcidNucleosideOrNucleotide": 0.4615384615384615,
      "eval_f1_B-Organism": 0,
      "eval_f1_B-OrganismAttribute": 0.7549668874172186,
      "eval_f1_B-PathologicFunction": 0.7228915662650603,
      "eval_f1_B-PatientOrDisabledGroup": 0.96,
      "eval_f1_B-PharmacologicSubstance": 0.5599999999999999,
      "eval_f1_B-PopulationGroup": 0.8296943231441047,
      "eval_f1_B-ResearchActivity": 0.7171052631578947,
      "eval_f1_B-SignOrSymptom": 0.3255813953488372,
      "eval_f1_B-Substance": 0.22000000000000003,
      "eval_f1_B-TemporalConcept": 0.7942583732057417,
      "eval_f1_B-Virus": 0,
      "eval_f1_I-AminoAcidPeptideOrProtein": 0.7995482778091474,
      "eval_f1_I-AnatomicalAbnormality": 0,
      "eval_f1_I-Bacterium": 0,
      "eval_f1_I-BiologicFunction": 0.5502958579881657,
      "eval_f1_I-BiologicallyActiveSubstance": 0.7781908302354399,
      "eval_f1_I-BiomedicalOccupationOrDiscipline": 0.6181818181818182,
      "eval_f1_I-BodyPartOrganOrOrganComponent": 0.8633093525179857,
      "eval_f1_I-Cell": 0.7393617021276597,
      "eval_f1_I-CellComponent": 0.4144144144144145,
      "eval_f1_I-CellFunction": 0.5992217898832686,
      "eval_f1_I-CellOrMolecularDysfunction": 0.8444444444444443,
      "eval_f1_I-Chemical": 0.555956678700361,
      "eval_f1_I-ClinicalAttribute": 0.6891054030115147,
      "eval_f1_I-DiseaseOrSyndrome": 0.9241417497231449,
      "eval_f1_I-EmbryonicStructure": 0,
      "eval_f1_I-EnvironmentalEffectOfHumans": 0,
      "eval_f1_I-Eukaryote": 0.6,
      "eval_f1_I-ExperimentalModelOfDisease": 0.5111111111111111,
      "eval_f1_I-Finding": 0.4529801324503311,
      "eval_f1_I-GeneOrGenome": 0.42500000000000004,
      "eval_f1_I-HealthCareActivity": 0.6851385390428212,
      "eval_f1_I-HealthCareRelatedOrganization": 0.3880597014925373,
      "eval_f1_I-IndividualBehavior": 0,
      "eval_f1_I-InjuryOrPoisoning": 0.7015706806282722,
      "eval_f1_I-MachineActivity": 0,
      "eval_f1_I-ManufacturedObject": 0,
      "eval_f1_I-MolecularSequence": 0,
      "eval_f1_I-NaturalPhenomenonOrProcess": 0,
      "eval_f1_I-NucleicAcidNucleosideOrNucleotide": 0.5333333333333333,
      "eval_f1_I-Organism": 0.1947565543071161,
      "eval_f1_I-OrganismAttribute": 0.32653061224489793,
      "eval_f1_I-PathologicFunction": 0.7656033287101248,
      "eval_f1_I-PatientOrDisabledGroup": 0.16666666666666666,
      "eval_f1_I-PharmacologicSubstance": 0.6101694915254237,
      "eval_f1_I-PopulationGroup": 0.7500000000000001,
      "eval_f1_I-ResearchActivity": 0.624124513618677,
      "eval_f1_I-SignOrSymptom": 0.5333333333333333,
      "eval_f1_I-Substance": 0.4810126582278481,
      "eval_f1_I-TemporalConcept": 0.8016877637130801,
      "eval_f1_I-Virus": 0,
      "eval_loss": 0.0011894780909642577,
      "eval_macro_f1": 0.4370125490261655,
      "eval_runtime": 27.8193,
      "eval_samples_per_second": 28.577,
      "eval_steps_per_second": 0.539,
      "step": 1872
    },
    {
      "epoch": 19.0,
      "eval_f1_B-AminoAcidPeptideOrProtein": 0.7526881720430108,
      "eval_f1_B-AnatomicalAbnormality": 0,
      "eval_f1_B-Bacterium": 0,
      "eval_f1_B-BiologicFunction": 0.6252676659528908,
      "eval_f1_B-BiologicallyActiveSubstance": 0.7130177514792898,
      "eval_f1_B-BiomedicalOccupationOrDiscipline": 0.5614035087719298,
      "eval_f1_B-BodyPartOrganOrOrganComponent": 0.7905824039653034,
      "eval_f1_B-Cell": 0.7186147186147185,
      "eval_f1_B-CellComponent": 0.44,
      "eval_f1_B-CellFunction": 0.6338797814207651,
      "eval_f1_B-CellOrMolecularDysfunction": 0.7866108786610879,
      "eval_f1_B-Chemical": 0.38666666666666666,
      "eval_f1_B-ClinicalAttribute": 0.6682464454976303,
      "eval_f1_B-DiseaseOrSyndrome": 0.8917112299465241,
      "eval_f1_B-EmbryonicStructure": 0,
      "eval_f1_B-EnvironmentalEffectOfHumans": 0,
      "eval_f1_B-Eukaryote": 0.7,
      "eval_f1_B-ExperimentalModelOfDisease": 0.33333333333333326,
      "eval_f1_B-Finding": 0.5511811023622047,
      "eval_f1_B-GeneOrGenome": 0.32530120481927716,
      "eval_f1_B-HealthCareActivity": 0.6886597938144329,
      "eval_f1_B-HealthCareRelatedOrganization": 0.08333333333333333,
      "eval_f1_B-IndividualBehavior": 0,
      "eval_f1_B-InjuryOrPoisoning": 0.5227272727272727,
      "eval_f1_B-MachineActivity": 0,
      "eval_f1_B-ManufacturedObject": 0,
      "eval_f1_B-MolecularSequence": 0,
      "eval_f1_B-NaturalPhenomenonOrProcess": 0,
      "eval_f1_B-NucleicAcidNucleosideOrNucleotide": 0.43636363636363634,
      "eval_f1_B-Organism": 0,
      "eval_f1_B-OrganismAttribute": 0.7483870967741936,
      "eval_f1_B-PathologicFunction": 0.7038834951456311,
      "eval_f1_B-PatientOrDisabledGroup": 0.959349593495935,
      "eval_f1_B-PharmacologicSubstance": 0.5507246376811594,
      "eval_f1_B-PopulationGroup": 0.843010752688172,
      "eval_f1_B-ResearchActivity": 0.7091963545981773,
      "eval_f1_B-SignOrSymptom": 0.3720930232558139,
      "eval_f1_B-Substance": 0.22000000000000003,
      "eval_f1_B-TemporalConcept": 0.7942583732057417,
      "eval_f1_B-Virus": 0,
      "eval_f1_I-AminoAcidPeptideOrProtein": 0.7792207792207791,
      "eval_f1_I-AnatomicalAbnormality": 0,
      "eval_f1_I-Bacterium": 0,
      "eval_f1_I-BiologicFunction": 0.5393258426966292,
      "eval_f1_I-BiologicallyActiveSubstance": 0.7653522947640594,
      "eval_f1_I-BiomedicalOccupationOrDiscipline": 0.5454545454545454,
      "eval_f1_I-BodyPartOrganOrOrganComponent": 0.8611388611388612,
      "eval_f1_I-Cell": 0.7683923705722072,
      "eval_f1_I-CellComponent": 0.47457627118644063,
      "eval_f1_I-CellFunction": 0.5786407766990291,
      "eval_f1_I-CellOrMolecularDysfunction": 0.8224076281287247,
      "eval_f1_I-Chemical": 0.5338078291814946,
      "eval_f1_I-ClinicalAttribute": 0.6869565217391305,
      "eval_f1_I-DiseaseOrSyndrome": 0.9166212534059944,
      "eval_f1_I-EmbryonicStructure": 0,
      "eval_f1_I-EnvironmentalEffectOfHumans": 0,
      "eval_f1_I-Eukaryote": 0.6666666666666666,
      "eval_f1_I-ExperimentalModelOfDisease": 0.6046511627906976,
      "eval_f1_I-Finding": 0.411764705882353,
      "eval_f1_I-GeneOrGenome": 0.4495114006514658,
      "eval_f1_I-HealthCareActivity": 0.6885521885521887,
      "eval_f1_I-HealthCareRelatedOrganization": 0.5365853658536585,
      "eval_f1_I-IndividualBehavior": 0,
      "eval_f1_I-InjuryOrPoisoning": 0.6903553299492386,
      "eval_f1_I-MachineActivity": 0,
      "eval_f1_I-ManufacturedObject": 0.2692307692307692,
      "eval_f1_I-MolecularSequence": 0,
      "eval_f1_I-NaturalPhenomenonOrProcess": 0,
      "eval_f1_I-NucleicAcidNucleosideOrNucleotide": 0.5423728813559322,
      "eval_f1_I-Organism": 0.1947565543071161,
      "eval_f1_I-OrganismAttribute": 0.2857142857142857,
      "eval_f1_I-PathologicFunction": 0.7730398899587345,
      "eval_f1_I-PatientOrDisabledGroup": 0.3333333333333333,
      "eval_f1_I-PharmacologicSubstance": 0.6134453781512604,
      "eval_f1_I-PopulationGroup": 0.7305389221556886,
      "eval_f1_I-ResearchActivity": 0.6301169590643275,
      "eval_f1_I-SignOrSymptom": 0.5909090909090909,
      "eval_f1_I-Substance": 0.5,
      "eval_f1_I-TemporalConcept": 0.7868852459016393,
      "eval_f1_I-Virus": 0,
      "eval_loss": 0.001209883252158761,
      "eval_macro_f1": 0.45101021664043095,
      "eval_runtime": 28.0038,
      "eval_samples_per_second": 28.389,
      "eval_steps_per_second": 0.536,
      "step": 1976
    },
    {
      "epoch": 19.23,
      "learning_rate": 8.974358974358975e-05,
      "loss": 0.0005,
      "step": 2000
    },
    {
      "epoch": 20.0,
      "eval_f1_B-AminoAcidPeptideOrProtein": 0.7748976807639837,
      "eval_f1_B-AnatomicalAbnormality": 0,
      "eval_f1_B-Bacterium": 0,
      "eval_f1_B-BiologicFunction": 0.6074380165289256,
      "eval_f1_B-BiologicallyActiveSubstance": 0.7283763277693476,
      "eval_f1_B-BiomedicalOccupationOrDiscipline": 0.6129032258064516,
      "eval_f1_B-BodyPartOrganOrOrganComponent": 0.774114774114774,
      "eval_f1_B-Cell": 0.680672268907563,
      "eval_f1_B-CellComponent": 0.4313725490196078,
      "eval_f1_B-CellFunction": 0.6218487394957983,
      "eval_f1_B-CellOrMolecularDysfunction": 0.7866108786610879,
      "eval_f1_B-Chemical": 0.3973509933774835,
      "eval_f1_B-ClinicalAttribute": 0.6761904761904762,
      "eval_f1_B-DiseaseOrSyndrome": 0.9065934065934065,
      "eval_f1_B-EmbryonicStructure": 0,
      "eval_f1_B-EnvironmentalEffectOfHumans": 0,
      "eval_f1_B-Eukaryote": 0.6829268292682927,
      "eval_f1_B-ExperimentalModelOfDisease": 0.3636363636363636,
      "eval_f1_B-Finding": 0.5528089887640449,
      "eval_f1_B-GeneOrGenome": 0.3333333333333333,
      "eval_f1_B-HealthCareActivity": 0.6741803278688525,
      "eval_f1_B-HealthCareRelatedOrganization": 0.16,
      "eval_f1_B-IndividualBehavior": 0,
      "eval_f1_B-InjuryOrPoisoning": 0.5,
      "eval_f1_B-MachineActivity": 0,
      "eval_f1_B-ManufacturedObject": 0,
      "eval_f1_B-MolecularSequence": 0,
      "eval_f1_B-NaturalPhenomenonOrProcess": 0,
      "eval_f1_B-NucleicAcidNucleosideOrNucleotide": 0.5238095238095237,
      "eval_f1_B-Organism": 0,
      "eval_f1_B-OrganismAttribute": 0.7733333333333334,
      "eval_f1_B-PathologicFunction": 0.7272727272727273,
      "eval_f1_B-PatientOrDisabledGroup": 0.967741935483871,
      "eval_f1_B-PharmacologicSubstance": 0.5439999999999999,
      "eval_f1_B-PopulationGroup": 0.836283185840708,
      "eval_f1_B-ResearchActivity": 0.7207953603976801,
      "eval_f1_B-SignOrSymptom": 0.3636363636363636,
      "eval_f1_B-Substance": 0.24761904761904766,
      "eval_f1_B-TemporalConcept": 0.8057784911717496,
      "eval_f1_B-Virus": 0,
      "eval_f1_I-AminoAcidPeptideOrProtein": 0.7960488088320744,
      "eval_f1_I-AnatomicalAbnormality": 0,
      "eval_f1_I-Bacterium": 0,
      "eval_f1_I-BiologicFunction": 0.5322997416020672,
      "eval_f1_I-BiologicallyActiveSubstance": 0.7792706333973128,
      "eval_f1_I-BiomedicalOccupationOrDiscipline": 0.5901639344262294,
      "eval_f1_I-BodyPartOrganOrOrganComponent": 0.8459214501510574,
      "eval_f1_I-Cell": 0.7547169811320754,
      "eval_f1_I-CellComponent": 0.5365853658536586,
      "eval_f1_I-CellFunction": 0.5995975855130785,
      "eval_f1_I-CellOrMolecularDysfunction": 0.8426035502958581,
      "eval_f1_I-Chemical": 0.5352112676056338,
      "eval_f1_I-ClinicalAttribute": 0.6791808873720137,
      "eval_f1_I-DiseaseOrSyndrome": 0.9244863964464187,
      "eval_f1_I-EmbryonicStructure": 0,
      "eval_f1_I-EnvironmentalEffectOfHumans": 0,
      "eval_f1_I-Eukaryote": 0.6666666666666666,
      "eval_f1_I-ExperimentalModelOfDisease": 0.5660377358490566,
      "eval_f1_I-Finding": 0.40214477211796246,
      "eval_f1_I-GeneOrGenome": 0.43564356435643564,
      "eval_f1_I-HealthCareActivity": 0.6932084309133489,
      "eval_f1_I-HealthCareRelatedOrganization": 0.5882352941176471,
      "eval_f1_I-IndividualBehavior": 0,
      "eval_f1_I-InjuryOrPoisoning": 0.6732673267326733,
      "eval_f1_I-MachineActivity": 0,
      "eval_f1_I-ManufacturedObject": 0.3333333333333333,
      "eval_f1_I-MolecularSequence": 0.25,
      "eval_f1_I-NaturalPhenomenonOrProcess": 0.20512820512820512,
      "eval_f1_I-NucleicAcidNucleosideOrNucleotide": 0.7619047619047619,
      "eval_f1_I-Organism": 0.22140221402214022,
      "eval_f1_I-OrganismAttribute": 0.34782608695652173,
      "eval_f1_I-PathologicFunction": 0.7716955941255006,
      "eval_f1_I-PatientOrDisabledGroup": 0.4,
      "eval_f1_I-PharmacologicSubstance": 0.6017699115044248,
      "eval_f1_I-PopulationGroup": 0.7455621301775148,
      "eval_f1_I-ResearchActivity": 0.6276211135213304,
      "eval_f1_I-SignOrSymptom": 0.5454545454545455,
      "eval_f1_I-Substance": 0.4810126582278481,
      "eval_f1_I-TemporalConcept": 0.7647058823529411,
      "eval_f1_I-Virus": 0,
      "eval_loss": 0.0011691718827933073,
      "eval_macro_f1": 0.46592789973443927,
      "eval_runtime": 28.1793,
      "eval_samples_per_second": 28.212,
      "eval_steps_per_second": 0.532,
      "step": 2080
    },
    {
      "epoch": 21.0,
      "eval_f1_B-AminoAcidPeptideOrProtein": 0.7756232686980609,
      "eval_f1_B-AnatomicalAbnormality": 0,
      "eval_f1_B-Bacterium": 0,
      "eval_f1_B-BiologicFunction": 0.6297872340425532,
      "eval_f1_B-BiologicallyActiveSubstance": 0.722962962962963,
      "eval_f1_B-BiomedicalOccupationOrDiscipline": 0.5263157894736843,
      "eval_f1_B-BodyPartOrganOrOrganComponent": 0.7868453105968332,
      "eval_f1_B-Cell": 0.6723404255319149,
      "eval_f1_B-CellComponent": 0.4680851063829788,
      "eval_f1_B-CellFunction": 0.623229461756374,
      "eval_f1_B-CellOrMolecularDysfunction": 0.7933884297520661,
      "eval_f1_B-Chemical": 0.4307692307692308,
      "eval_f1_B-ClinicalAttribute": 0.6634844868735083,
      "eval_f1_B-DiseaseOrSyndrome": 0.895582329317269,
      "eval_f1_B-EmbryonicStructure": 0,
      "eval_f1_B-EnvironmentalEffectOfHumans": 0,
      "eval_f1_B-Eukaryote": 0.6976744186046512,
      "eval_f1_B-ExperimentalModelOfDisease": 0.3636363636363636,
      "eval_f1_B-Finding": 0.5657894736842105,
      "eval_f1_B-GeneOrGenome": 0.37179487179487186,
      "eval_f1_B-HealthCareActivity": 0.6826222684703435,
      "eval_f1_B-HealthCareRelatedOrganization": 0.16,
      "eval_f1_B-IndividualBehavior": 0,
      "eval_f1_B-InjuryOrPoisoning": 0.5154639175257731,
      "eval_f1_B-MachineActivity": 0,
      "eval_f1_B-ManufacturedObject": 0,
      "eval_f1_B-MolecularSequence": 0,
      "eval_f1_B-NaturalPhenomenonOrProcess": 0,
      "eval_f1_B-NucleicAcidNucleosideOrNucleotide": 0.4615384615384615,
      "eval_f1_B-Organism": 0,
      "eval_f1_B-OrganismAttribute": 0.7733333333333334,
      "eval_f1_B-PathologicFunction": 0.7146282973621103,
      "eval_f1_B-PatientOrDisabledGroup": 0.975609756097561,
      "eval_f1_B-PharmacologicSubstance": 0.5496183206106869,
      "eval_f1_B-PopulationGroup": 0.8416485900216919,
      "eval_f1_B-ResearchActivity": 0.7205387205387206,
      "eval_f1_B-SignOrSymptom": 0.3720930232558139,
      "eval_f1_B-Substance": 0.2692307692307692,
      "eval_f1_B-TemporalConcept": 0.7927031509121062,
      "eval_f1_B-Virus": 0,
      "eval_f1_I-AminoAcidPeptideOrProtein": 0.7846506300114547,
      "eval_f1_I-AnatomicalAbnormality": 0,
      "eval_f1_I-Bacterium": 0,
      "eval_f1_I-BiologicFunction": 0.5567567567567567,
      "eval_f1_I-BiologicallyActiveSubstance": 0.7832929782082325,
      "eval_f1_I-BiomedicalOccupationOrDiscipline": 0.5555555555555556,
      "eval_f1_I-BodyPartOrganOrOrganComponent": 0.8560079443892751,
      "eval_f1_I-Cell": 0.7220779220779221,
      "eval_f1_I-CellComponent": 0.4035087719298246,
      "eval_f1_I-CellFunction": 0.5895953757225434,
      "eval_f1_I-CellOrMolecularDysfunction": 0.840512223515716,
      "eval_f1_I-Chemical": 0.6008230452674898,
      "eval_f1_I-ClinicalAttribute": 0.674698795180723,
      "eval_f1_I-DiseaseOrSyndrome": 0.916463909164639,
      "eval_f1_I-EmbryonicStructure": 0,
      "eval_f1_I-EnvironmentalEffectOfHumans": 0,
      "eval_f1_I-Eukaryote": 0.6,
      "eval_f1_I-ExperimentalModelOfDisease": 0.5210084033613445,
      "eval_f1_I-Finding": 0.41743725231175693,
      "eval_f1_I-GeneOrGenome": 0.47260273972602745,
      "eval_f1_I-HealthCareActivity": 0.685383980181668,
      "eval_f1_I-HealthCareRelatedOrganization": 0.5365853658536585,
      "eval_f1_I-IndividualBehavior": 0,
      "eval_f1_I-InjuryOrPoisoning": 0.6974358974358975,
      "eval_f1_I-MachineActivity": 0,
      "eval_f1_I-ManufacturedObject": 0.3255813953488372,
      "eval_f1_I-MolecularSequence": 0,
      "eval_f1_I-NaturalPhenomenonOrProcess": 0.125,
      "eval_f1_I-NucleicAcidNucleosideOrNucleotide": 0.4776119402985074,
      "eval_f1_I-Organism": 0.1947565543071161,
      "eval_f1_I-OrganismAttribute": 0.35555555555555557,
      "eval_f1_I-PathologicFunction": 0.7727272727272726,
      "eval_f1_I-PatientOrDisabledGroup": 0.3636363636363636,
      "eval_f1_I-PharmacologicSubstance": 0.6127659574468084,
      "eval_f1_I-PopulationGroup": 0.7455621301775148,
      "eval_f1_I-ResearchActivity": 0.6258714175058094,
      "eval_f1_I-SignOrSymptom": 0.5581395348837209,
      "eval_f1_I-Substance": 0.4810126582278481,
      "eval_f1_I-TemporalConcept": 0.7851239669421487,
      "eval_f1_I-Virus": 0,
      "eval_loss": 0.0011935896473005414,
      "eval_macro_f1": 0.4556760008310362,
      "eval_runtime": 28.258,
      "eval_samples_per_second": 28.134,
      "eval_steps_per_second": 0.531,
      "step": 2184
    },
    {
      "epoch": 22.0,
      "eval_f1_B-AminoAcidPeptideOrProtein": 0.7815468113975578,
      "eval_f1_B-AnatomicalAbnormality": 0,
      "eval_f1_B-Bacterium": 0,
      "eval_f1_B-BiologicFunction": 0.6083333333333334,
      "eval_f1_B-BiologicallyActiveSubstance": 0.744807121661721,
      "eval_f1_B-BiomedicalOccupationOrDiscipline": 0.6349206349206348,
      "eval_f1_B-BodyPartOrganOrOrganComponent": 0.7787182587666263,
      "eval_f1_B-Cell": 0.6978723404255319,
      "eval_f1_B-CellComponent": 0.4782608695652174,
      "eval_f1_B-CellFunction": 0.6395348837209303,
      "eval_f1_B-CellOrMolecularDysfunction": 0.7800829875518672,
      "eval_f1_B-Chemical": 0.39999999999999997,
      "eval_f1_B-ClinicalAttribute": 0.6729857819905213,
      "eval_f1_B-DiseaseOrSyndrome": 0.9019607843137254,
      "eval_f1_B-EmbryonicStructure": 0,
      "eval_f1_B-EnvironmentalEffectOfHumans": 0,
      "eval_f1_B-Eukaryote": 0.6666666666666667,
      "eval_f1_B-ExperimentalModelOfDisease": 0.17391304347826086,
      "eval_f1_B-Finding": 0.5482456140350876,
      "eval_f1_B-GeneOrGenome": 0.369047619047619,
      "eval_f1_B-HealthCareActivity": 0.6895854398382204,
      "eval_f1_B-HealthCareRelatedOrganization": 0.15384615384615383,
      "eval_f1_B-IndividualBehavior": 0,
      "eval_f1_B-InjuryOrPoisoning": 0.5052631578947367,
      "eval_f1_B-MachineActivity": 0,
      "eval_f1_B-ManufacturedObject": 0,
      "eval_f1_B-MolecularSequence": 0,
      "eval_f1_B-NaturalPhenomenonOrProcess": 0,
      "eval_f1_B-NucleicAcidNucleosideOrNucleotide": 0.48979591836734687,
      "eval_f1_B-Organism": 0,
      "eval_f1_B-OrganismAttribute": 0.7612903225806452,
      "eval_f1_B-PathologicFunction": 0.723404255319149,
      "eval_f1_B-PatientOrDisabledGroup": 0.9523809523809523,
      "eval_f1_B-PharmacologicSubstance": 0.5648854961832059,
      "eval_f1_B-PopulationGroup": 0.853448275862069,
      "eval_f1_B-ResearchActivity": 0.7093513058129739,
      "eval_f1_B-SignOrSymptom": 0.3555555555555555,
      "eval_f1_B-Substance": 0.3063063063063063,
      "eval_f1_B-TemporalConcept": 0.803125,
      "eval_f1_B-Virus": 0,
      "eval_f1_I-AminoAcidPeptideOrProtein": 0.7927314026121522,
      "eval_f1_I-AnatomicalAbnormality": 0,
      "eval_f1_I-Bacterium": 0,
      "eval_f1_I-BiologicFunction": 0.5228426395939086,
      "eval_f1_I-BiologicallyActiveSubstance": 0.7958307786633967,
      "eval_f1_I-BiomedicalOccupationOrDiscipline": 0.6,
      "eval_f1_I-BodyPartOrganOrOrganComponent": 0.8493150684931507,
      "eval_f1_I-Cell": 0.7560321715817694,
      "eval_f1_I-CellComponent": 0.4220183486238532,
      "eval_f1_I-CellFunction": 0.5779467680608364,
      "eval_f1_I-CellOrMolecularDysfunction": 0.8367103694874851,
      "eval_f1_I-Chemical": 0.5328467153284672,
      "eval_f1_I-ClinicalAttribute": 0.6880811496196112,
      "eval_f1_I-DiseaseOrSyndrome": 0.9217248008788794,
      "eval_f1_I-EmbryonicStructure": 0,
      "eval_f1_I-EnvironmentalEffectOfHumans": 0,
      "eval_f1_I-Eukaryote": 0.6,
      "eval_f1_I-ExperimentalModelOfDisease": 0.6115702479338843,
      "eval_f1_I-Finding": 0.42049934296977665,
      "eval_f1_I-GeneOrGenome": 0.4416403785488959,
      "eval_f1_I-HealthCareActivity": 0.7,
      "eval_f1_I-HealthCareRelatedOrganization": 0.7096774193548387,
      "eval_f1_I-IndividualBehavior": 0,
      "eval_f1_I-InjuryOrPoisoning": 0.6798029556650246,
      "eval_f1_I-MachineActivity": 0,
      "eval_f1_I-ManufacturedObject": 0.2857142857142857,
      "eval_f1_I-MolecularSequence": 0,
      "eval_f1_I-NaturalPhenomenonOrProcess": 0.20512820512820512,
      "eval_f1_I-NucleicAcidNucleosideOrNucleotide": 0.5,
      "eval_f1_I-Organism": 0.3017543859649123,
      "eval_f1_I-OrganismAttribute": 0.2758620689655172,
      "eval_f1_I-PathologicFunction": 0.7845744680851064,
      "eval_f1_I-PatientOrDisabledGroup": 0.5,
      "eval_f1_I-PharmacologicSubstance": 0.6276150627615064,
      "eval_f1_I-PopulationGroup": 0.7674418604651163,
      "eval_f1_I-ResearchActivity": 0.625,
      "eval_f1_I-SignOrSymptom": 0.5,
      "eval_f1_I-Substance": 0.5185185185185185,
      "eval_f1_I-TemporalConcept": 0.7919999999999999,
      "eval_f1_I-Virus": 0,
      "eval_loss": 0.0011913817143067718,
      "eval_macro_f1": 0.4611001787980215,
      "eval_runtime": 28.1756,
      "eval_samples_per_second": 28.216,
      "eval_steps_per_second": 0.532,
      "step": 2288
    },
    {
      "epoch": 23.0,
      "eval_f1_B-AminoAcidPeptideOrProtein": 0.7569721115537849,
      "eval_f1_B-AnatomicalAbnormality": 0,
      "eval_f1_B-Bacterium": 0,
      "eval_f1_B-BiologicFunction": 0.6055437100213219,
      "eval_f1_B-BiologicallyActiveSubstance": 0.7025411061285501,
      "eval_f1_B-BiomedicalOccupationOrDiscipline": 0.6,
      "eval_f1_B-BodyPartOrganOrOrganComponent": 0.7852760736196319,
      "eval_f1_B-Cell": 0.7033898305084746,
      "eval_f1_B-CellComponent": 0.4230769230769231,
      "eval_f1_B-CellFunction": 0.6404494382022471,
      "eval_f1_B-CellOrMolecularDysfunction": 0.7786885245901639,
      "eval_f1_B-Chemical": 0.3841059602649006,
      "eval_f1_B-ClinicalAttribute": 0.6666666666666667,
      "eval_f1_B-DiseaseOrSyndrome": 0.9049897470950103,
      "eval_f1_B-EmbryonicStructure": 0,
      "eval_f1_B-EnvironmentalEffectOfHumans": 0,
      "eval_f1_B-Eukaryote": 0.6829268292682927,
      "eval_f1_B-ExperimentalModelOfDisease": 0.20000000000000004,
      "eval_f1_B-Finding": 0.5569892473118279,
      "eval_f1_B-GeneOrGenome": 0.3604651162790698,
      "eval_f1_B-HealthCareActivity": 0.6848739495798319,
      "eval_f1_B-HealthCareRelatedOrganization": 0.15384615384615383,
      "eval_f1_B-IndividualBehavior": 0,
      "eval_f1_B-InjuryOrPoisoning": 0.4791666666666667,
      "eval_f1_B-MachineActivity": 0,
      "eval_f1_B-ManufacturedObject": 0,
      "eval_f1_B-MolecularSequence": 0,
      "eval_f1_B-NaturalPhenomenonOrProcess": 0,
      "eval_f1_B-NucleicAcidNucleosideOrNucleotide": 0.4799999999999999,
      "eval_f1_B-Organism": 0,
      "eval_f1_B-OrganismAttribute": 0.7662337662337663,
      "eval_f1_B-PathologicFunction": 0.7421686746987951,
      "eval_f1_B-PatientOrDisabledGroup": 0.959349593495935,
      "eval_f1_B-PharmacologicSubstance": 0.553846153846154,
      "eval_f1_B-PopulationGroup": 0.8644067796610169,
      "eval_f1_B-ResearchActivity": 0.7122602168473727,
      "eval_f1_B-SignOrSymptom": 0.3636363636363636,
      "eval_f1_B-Substance": 0.31304347826086953,
      "eval_f1_B-TemporalConcept": 0.811232449297972,
      "eval_f1_B-Virus": 0,
      "eval_f1_I-AminoAcidPeptideOrProtein": 0.7944572748267897,
      "eval_f1_I-AnatomicalAbnormality": 0,
      "eval_f1_I-Bacterium": 0,
      "eval_f1_I-BiologicFunction": 0.5179063360881543,
      "eval_f1_I-BiologicallyActiveSubstance": 0.7765151515151515,
      "eval_f1_I-BiomedicalOccupationOrDiscipline": 0.5517241379310345,
      "eval_f1_I-BodyPartOrganOrOrganComponent": 0.8628230616302187,
      "eval_f1_I-Cell": 0.7382198952879582,
      "eval_f1_I-CellComponent": 0.47619047619047616,
      "eval_f1_I-CellFunction": 0.5719769673704416,
      "eval_f1_I-CellOrMolecularDysfunction": 0.8457943925233644,
      "eval_f1_I-Chemical": 0.5150501672240803,
      "eval_f1_I-ClinicalAttribute": 0.6876595744680851,
      "eval_f1_I-DiseaseOrSyndrome": 0.9278979478646701,
      "eval_f1_I-EmbryonicStructure": 0,
      "eval_f1_I-EnvironmentalEffectOfHumans": 0,
      "eval_f1_I-Eukaryote": 0.5882352941176471,
      "eval_f1_I-ExperimentalModelOfDisease": 0.5932203389830508,
      "eval_f1_I-Finding": 0.42328042328042337,
      "eval_f1_I-GeneOrGenome": 0.4444444444444444,
      "eval_f1_I-HealthCareActivity": 0.691542288557214,
      "eval_f1_I-HealthCareRelatedOrganization": 0.6206896551724137,
      "eval_f1_I-IndividualBehavior": 0,
      "eval_f1_I-InjuryOrPoisoning": 0.6834170854271358,
      "eval_f1_I-MachineActivity": 0,
      "eval_f1_I-ManufacturedObject": 0.35,
      "eval_f1_I-MolecularSequence": 0,
      "eval_f1_I-NaturalPhenomenonOrProcess": 0.17391304347826084,
      "eval_f1_I-NucleicAcidNucleosideOrNucleotide": 0.5517241379310345,
      "eval_f1_I-Organism": 0.24727272727272728,
      "eval_f1_I-OrganismAttribute": 0.3404255319148936,
      "eval_f1_I-PathologicFunction": 0.7706919945725916,
      "eval_f1_I-PatientOrDisabledGroup": 0.3636363636363636,
      "eval_f1_I-PharmacologicSubstance": 0.5916666666666667,
      "eval_f1_I-PopulationGroup": 0.7784431137724551,
      "eval_f1_I-ResearchActivity": 0.6200294550810014,
      "eval_f1_I-SignOrSymptom": 0.5217391304347827,
      "eval_f1_I-Substance": 0.5542168674698795,
      "eval_f1_I-TemporalConcept": 0.7874015748031497,
      "eval_f1_I-Virus": 0.033003300330033,
      "eval_loss": 0.0011838392820209265,
      "eval_macro_f1": 0.45789192938655454,
      "eval_runtime": 27.8286,
      "eval_samples_per_second": 28.568,
      "eval_steps_per_second": 0.539,
      "step": 2392
    },
    {
      "epoch": 24.0,
      "eval_f1_B-AminoAcidPeptideOrProtein": 0.766896551724138,
      "eval_f1_B-AnatomicalAbnormality": 0,
      "eval_f1_B-Bacterium": 0,
      "eval_f1_B-BiologicFunction": 0.6004319654427646,
      "eval_f1_B-BiologicallyActiveSubstance": 0.7027027027027027,
      "eval_f1_B-BiomedicalOccupationOrDiscipline": 0.6461538461538462,
      "eval_f1_B-BodyPartOrganOrOrganComponent": 0.7950920245398774,
      "eval_f1_B-Cell": 0.6982758620689656,
      "eval_f1_B-CellComponent": 0.4313725490196078,
      "eval_f1_B-CellFunction": 0.6371191135734072,
      "eval_f1_B-CellOrMolecularDysfunction": 0.8067226890756303,
      "eval_f1_B-Chemical": 0.3841059602649006,
      "eval_f1_B-ClinicalAttribute": 0.6875,
      "eval_f1_B-DiseaseOrSyndrome": 0.9006802721088435,
      "eval_f1_B-EmbryonicStructure": 0,
      "eval_f1_B-EnvironmentalEffectOfHumans": 0,
      "eval_f1_B-Eukaryote": 0.6976744186046512,
      "eval_f1_B-ExperimentalModelOfDisease": 0.20000000000000004,
      "eval_f1_B-Finding": 0.5442477876106194,
      "eval_f1_B-GeneOrGenome": 0.34146341463414637,
      "eval_f1_B-HealthCareActivity": 0.6979166666666666,
      "eval_f1_B-HealthCareRelatedOrganization": 0.15384615384615383,
      "eval_f1_B-IndividualBehavior": 0,
      "eval_f1_B-InjuryOrPoisoning": 0.4854368932038835,
      "eval_f1_B-MachineActivity": 0,
      "eval_f1_B-ManufacturedObject": 0,
      "eval_f1_B-MolecularSequence": 0,
      "eval_f1_B-NaturalPhenomenonOrProcess": 0,
      "eval_f1_B-NucleicAcidNucleosideOrNucleotide": 0.5106382978723404,
      "eval_f1_B-Organism": 0,
      "eval_f1_B-OrganismAttribute": 0.7515923566878981,
      "eval_f1_B-PathologicFunction": 0.7344110854503464,
      "eval_f1_B-PatientOrDisabledGroup": 0.943089430894309,
      "eval_f1_B-PharmacologicSubstance": 0.5669291338582677,
      "eval_f1_B-PopulationGroup": 0.8466522678185745,
      "eval_f1_B-ResearchActivity": 0.7102803738317757,
      "eval_f1_B-SignOrSymptom": 0.3636363636363636,
      "eval_f1_B-Substance": 0.3826086956521739,
      "eval_f1_B-TemporalConcept": 0.7949125596184419,
      "eval_f1_B-Virus": 0,
      "eval_f1_I-AminoAcidPeptideOrProtein": 0.7901376146788991,
      "eval_f1_I-AnatomicalAbnormality": 0,
      "eval_f1_I-Bacterium": 0,
      "eval_f1_I-BiologicFunction": 0.5483870967741935,
      "eval_f1_I-BiologicallyActiveSubstance": 0.7696108709079678,
      "eval_f1_I-BiomedicalOccupationOrDiscipline": 0.5517241379310345,
      "eval_f1_I-BodyPartOrganOrOrganComponent": 0.8662041625371656,
      "eval_f1_I-Cell": 0.7368421052631579,
      "eval_f1_I-CellComponent": 0.45,
      "eval_f1_I-CellFunction": 0.602020202020202,
      "eval_f1_I-CellOrMolecularDysfunction": 0.8581644815256256,
      "eval_f1_I-Chemical": 0.4951140065146579,
      "eval_f1_I-ClinicalAttribute": 0.6787252368647717,
      "eval_f1_I-DiseaseOrSyndrome": 0.9224848818031886,
      "eval_f1_I-EmbryonicStructure": 0,
      "eval_f1_I-EnvironmentalEffectOfHumans": 0,
      "eval_f1_I-Eukaryote": 0.6666666666666666,
      "eval_f1_I-ExperimentalModelOfDisease": 0.49090909090909096,
      "eval_f1_I-Finding": 0.4064602960969044,
      "eval_f1_I-GeneOrGenome": 0.4394904458598726,
      "eval_f1_I-HealthCareActivity": 0.6915254237288136,
      "eval_f1_I-HealthCareRelatedOrganization": 0.5365853658536585,
      "eval_f1_I-IndividualBehavior": 0,
      "eval_f1_I-InjuryOrPoisoning": 0.6571428571428571,
      "eval_f1_I-MachineActivity": 0,
      "eval_f1_I-ManufacturedObject": 0.2222222222222222,
      "eval_f1_I-MolecularSequence": 0.25,
      "eval_f1_I-NaturalPhenomenonOrProcess": 0.1896551724137931,
      "eval_f1_I-NucleicAcidNucleosideOrNucleotide": 0.6808510638297872,
      "eval_f1_I-Organism": 0.25992779783393505,
      "eval_f1_I-OrganismAttribute": 0.29629629629629634,
      "eval_f1_I-PathologicFunction": 0.7782101167315175,
      "eval_f1_I-PatientOrDisabledGroup": 0.3636363636363636,
      "eval_f1_I-PharmacologicSubstance": 0.6026200873362446,
      "eval_f1_I-PopulationGroup": 0.7745664739884393,
      "eval_f1_I-ResearchActivity": 0.6336633663366337,
      "eval_f1_I-SignOrSymptom": 0.5333333333333333,
      "eval_f1_I-Substance": 0.5714285714285715,
      "eval_f1_I-TemporalConcept": 0.8112449799196787,
      "eval_f1_I-Virus": 0,
      "eval_loss": 0.0011908019660040736,
      "eval_macro_f1": 0.46135300281183544,
      "eval_runtime": 27.9431,
      "eval_samples_per_second": 28.451,
      "eval_steps_per_second": 0.537,
      "step": 2496
    },
    {
      "epoch": 25.0,
      "eval_f1_B-AminoAcidPeptideOrProtein": 0.7639836289222373,
      "eval_f1_B-AnatomicalAbnormality": 0,
      "eval_f1_B-Bacterium": 0,
      "eval_f1_B-BiologicFunction": 0.6167023554603855,
      "eval_f1_B-BiologicallyActiveSubstance": 0.7097744360902256,
      "eval_f1_B-BiomedicalOccupationOrDiscipline": 0.5806451612903226,
      "eval_f1_B-BodyPartOrganOrOrganComponent": 0.7859824780976221,
      "eval_f1_B-Cell": 0.6781115879828326,
      "eval_f1_B-CellComponent": 0.4313725490196078,
      "eval_f1_B-CellFunction": 0.6442577030812325,
      "eval_f1_B-CellOrMolecularDysfunction": 0.7736625514403291,
      "eval_f1_B-Chemical": 0.3973509933774835,
      "eval_f1_B-ClinicalAttribute": 0.6859903381642513,
      "eval_f1_B-DiseaseOrSyndrome": 0.9003389830508476,
      "eval_f1_B-EmbryonicStructure": 0,
      "eval_f1_B-EnvironmentalEffectOfHumans": 0,
      "eval_f1_B-Eukaryote": 0.6818181818181819,
      "eval_f1_B-ExperimentalModelOfDisease": 0.2105263157894737,
      "eval_f1_B-Finding": 0.5664864864864864,
      "eval_f1_B-GeneOrGenome": 0.32499999999999996,
      "eval_f1_B-HealthCareActivity": 0.6873706004140787,
      "eval_f1_B-HealthCareRelatedOrganization": 0.15384615384615383,
      "eval_f1_B-IndividualBehavior": 0,
      "eval_f1_B-InjuryOrPoisoning": 0.4742268041237114,
      "eval_f1_B-MachineActivity": 0,
      "eval_f1_B-ManufacturedObject": 0,
      "eval_f1_B-MolecularSequence": 0,
      "eval_f1_B-NaturalPhenomenonOrProcess": 0,
      "eval_f1_B-NucleicAcidNucleosideOrNucleotide": 0.5454545454545454,
      "eval_f1_B-Organism": 0,
      "eval_f1_B-OrganismAttribute": 0.7712418300653594,
      "eval_f1_B-PathologicFunction": 0.7363420427553445,
      "eval_f1_B-PatientOrDisabledGroup": 0.959349593495935,
      "eval_f1_B-PharmacologicSubstance": 0.5757575757575757,
      "eval_f1_B-PopulationGroup": 0.8583690987124465,
      "eval_f1_B-ResearchActivity": 0.7111853088480801,
      "eval_f1_B-SignOrSymptom": 0.3636363636363636,
      "eval_f1_B-Substance": 0.36036036036036034,
      "eval_f1_B-TemporalConcept": 0.8106416275430361,
      "eval_f1_B-Virus": 0,
      "eval_f1_I-AminoAcidPeptideOrProtein": 0.7901092581943645,
      "eval_f1_I-AnatomicalAbnormality": 0,
      "eval_f1_I-Bacterium": 0,
      "eval_f1_I-BiologicFunction": 0.5375722543352602,
      "eval_f1_I-BiologicallyActiveSubstance": 0.7721280602636535,
      "eval_f1_I-BiomedicalOccupationOrDiscipline": 0.5,
      "eval_f1_I-BodyPartOrganOrOrganComponent": 0.8654618473895581,
      "eval_f1_I-Cell": 0.7282321899736148,
      "eval_f1_I-CellComponent": 0.4098360655737705,
      "eval_f1_I-CellFunction": 0.6044624746450304,
      "eval_f1_I-CellOrMolecularDysfunction": 0.8341121495327103,
      "eval_f1_I-Chemical": 0.5319148936170213,
      "eval_f1_I-ClinicalAttribute": 0.6901287553648069,
      "eval_f1_I-DiseaseOrSyndrome": 0.9234171965717445,
      "eval_f1_I-EmbryonicStructure": 0,
      "eval_f1_I-EnvironmentalEffectOfHumans": 0,
      "eval_f1_I-Eukaryote": 0.6666666666666666,
      "eval_f1_I-ExperimentalModelOfDisease": 0.5208333333333334,
      "eval_f1_I-Finding": 0.43433029908972687,
      "eval_f1_I-GeneOrGenome": 0.4280936454849499,
      "eval_f1_I-HealthCareActivity": 0.6911764705882352,
      "eval_f1_I-HealthCareRelatedOrganization": 0.6904761904761905,
      "eval_f1_I-IndividualBehavior": 0,
      "eval_f1_I-InjuryOrPoisoning": 0.6798029556650246,
      "eval_f1_I-MachineActivity": 0,
      "eval_f1_I-ManufacturedObject": 0.2745098039215686,
      "eval_f1_I-MolecularSequence": 0.25,
      "eval_f1_I-NaturalPhenomenonOrProcess": 0.15789473684210528,
      "eval_f1_I-NucleicAcidNucleosideOrNucleotide": 0.7272727272727272,
      "eval_f1_I-Organism": 0.3648648648648649,
      "eval_f1_I-OrganismAttribute": 0.34782608695652173,
      "eval_f1_I-PathologicFunction": 0.7735849056603773,
      "eval_f1_I-PatientOrDisabledGroup": 0.3333333333333333,
      "eval_f1_I-PharmacologicSubstance": 0.5867768595041323,
      "eval_f1_I-PopulationGroup": 0.7719298245614035,
      "eval_f1_I-ResearchActivity": 0.6355003652300949,
      "eval_f1_I-SignOrSymptom": 0.5333333333333333,
      "eval_f1_I-Substance": 0.5542168674698795,
      "eval_f1_I-TemporalConcept": 0.7951807228915662,
      "eval_f1_I-Virus": 0,
      "eval_loss": 0.001184165826998651,
      "eval_macro_f1": 0.464559559921151,
      "eval_runtime": 27.9862,
      "eval_samples_per_second": 28.407,
      "eval_steps_per_second": 0.536,
      "step": 2600
    },
    {
      "epoch": 26.0,
      "eval_f1_B-AminoAcidPeptideOrProtein": 0.7815468113975578,
      "eval_f1_B-AnatomicalAbnormality": 0,
      "eval_f1_B-Bacterium": 0,
      "eval_f1_B-BiologicFunction": 0.6163522012578616,
      "eval_f1_B-BiologicallyActiveSubstance": 0.7209653092006032,
      "eval_f1_B-BiomedicalOccupationOrDiscipline": 0.6666666666666667,
      "eval_f1_B-BodyPartOrganOrOrganComponent": 0.7828220858895706,
      "eval_f1_B-Cell": 0.6978723404255319,
      "eval_f1_B-CellComponent": 0.44,
      "eval_f1_B-CellFunction": 0.6440677966101696,
      "eval_f1_B-CellOrMolecularDysfunction": 0.7786885245901639,
      "eval_f1_B-Chemical": 0.425531914893617,
      "eval_f1_B-ClinicalAttribute": 0.6778042959427207,
      "eval_f1_B-DiseaseOrSyndrome": 0.8975741239892183,
      "eval_f1_B-EmbryonicStructure": 0,
      "eval_f1_B-EnvironmentalEffectOfHumans": 0,
      "eval_f1_B-Eukaryote": 0.6818181818181819,
      "eval_f1_B-ExperimentalModelOfDisease": 0.25,
      "eval_f1_B-Finding": 0.5662002152852529,
      "eval_f1_B-GeneOrGenome": 0.33918128654970764,
      "eval_f1_B-HealthCareActivity": 0.68944099378882,
      "eval_f1_B-HealthCareRelatedOrganization": 0.15384615384615383,
      "eval_f1_B-IndividualBehavior": 0,
      "eval_f1_B-InjuryOrPoisoning": 0.4752475247524752,
      "eval_f1_B-MachineActivity": 0,
      "eval_f1_B-ManufacturedObject": 0,
      "eval_f1_B-MolecularSequence": 0,
      "eval_f1_B-NaturalPhenomenonOrProcess": 0,
      "eval_f1_B-NucleicAcidNucleosideOrNucleotide": 0.5581395348837209,
      "eval_f1_B-Organism": 0,
      "eval_f1_B-OrganismAttribute": 0.7662337662337663,
      "eval_f1_B-PathologicFunction": 0.7429906542056075,
      "eval_f1_B-PatientOrDisabledGroup": 0.9586776859504132,
      "eval_f1_B-PharmacologicSubstance": 0.5853658536585366,
      "eval_f1_B-PopulationGroup": 0.8704883227176221,
      "eval_f1_B-ResearchActivity": 0.7066779374471682,
      "eval_f1_B-SignOrSymptom": 0.4255319148936171,
      "eval_f1_B-Substance": 0.45528455284552843,
      "eval_f1_B-TemporalConcept": 0.8125984251968504,
      "eval_f1_B-Virus": 0,
      "eval_f1_I-AminoAcidPeptideOrProtein": 0.799543118218161,
      "eval_f1_I-AnatomicalAbnormality": 0,
      "eval_f1_I-Bacterium": 0,
      "eval_f1_I-BiologicFunction": 0.5617977528089887,
      "eval_f1_I-BiologicallyActiveSubstance": 0.7763819095477388,
      "eval_f1_I-BiomedicalOccupationOrDiscipline": 0.5423728813559322,
      "eval_f1_I-BodyPartOrganOrOrganComponent": 0.861111111111111,
      "eval_f1_I-Cell": 0.7453083109919572,
      "eval_f1_I-CellComponent": 0.432,
      "eval_f1_I-CellFunction": 0.6131687242798354,
      "eval_f1_I-CellOrMolecularDysfunction": 0.8432055749128919,
      "eval_f1_I-Chemical": 0.5714285714285714,
      "eval_f1_I-ClinicalAttribute": 0.6873920552677029,
      "eval_f1_I-DiseaseOrSyndrome": 0.9236747155148487,
      "eval_f1_I-EmbryonicStructure": 0,
      "eval_f1_I-EnvironmentalEffectOfHumans": 0,
      "eval_f1_I-Eukaryote": 0.5882352941176471,
      "eval_f1_I-ExperimentalModelOfDisease": 0.5932203389830508,
      "eval_f1_I-Finding": 0.4560509554140128,
      "eval_f1_I-GeneOrGenome": 0.4276729559748428,
      "eval_f1_I-HealthCareActivity": 0.6808510638297871,
      "eval_f1_I-HealthCareRelatedOrganization": 0.7096774193548387,
      "eval_f1_I-IndividualBehavior": 0,
      "eval_f1_I-InjuryOrPoisoning": 0.6602870813397129,
      "eval_f1_I-MachineActivity": 0,
      "eval_f1_I-ManufacturedObject": 0.34146341463414637,
      "eval_f1_I-MolecularSequence": 0.25,
      "eval_f1_I-NaturalPhenomenonOrProcess": 0.20512820512820512,
      "eval_f1_I-NucleicAcidNucleosideOrNucleotide": 0.7619047619047619,
      "eval_f1_I-Organism": 0.42443729903536975,
      "eval_f1_I-OrganismAttribute": 0.32653061224489793,
      "eval_f1_I-PathologicFunction": 0.7718832891246685,
      "eval_f1_I-PatientOrDisabledGroup": 0.3333333333333333,
      "eval_f1_I-PharmacologicSubstance": 0.5897435897435898,
      "eval_f1_I-PopulationGroup": 0.7719298245614035,
      "eval_f1_I-ResearchActivity": 0.6198920585967618,
      "eval_f1_I-SignOrSymptom": 0.4897959183673469,
      "eval_f1_I-Substance": 0.6516853932584269,
      "eval_f1_I-TemporalConcept": 0.8125,
      "eval_f1_I-Virus": 0.24705882352941178,
      "eval_loss": 0.0011807044502347708,
      "eval_macro_f1": 0.47797851791063833,
      "eval_runtime": 27.7952,
      "eval_samples_per_second": 28.602,
      "eval_steps_per_second": 0.54,
      "step": 2704
    },
    {
      "epoch": 27.0,
      "eval_f1_B-AminoAcidPeptideOrProtein": 0.7704697986577181,
      "eval_f1_B-AnatomicalAbnormality": 0,
      "eval_f1_B-Bacterium": 0,
      "eval_f1_B-BiologicFunction": 0.6128364389233955,
      "eval_f1_B-BiologicallyActiveSubstance": 0.72,
      "eval_f1_B-BiomedicalOccupationOrDiscipline": 0.676470588235294,
      "eval_f1_B-BodyPartOrganOrOrganComponent": 0.7833537331701346,
      "eval_f1_B-Cell": 0.7118644067796612,
      "eval_f1_B-CellComponent": 0.4489795918367347,
      "eval_f1_B-CellFunction": 0.6498599439775911,
      "eval_f1_B-CellOrMolecularDysfunction": 0.7883817427385892,
      "eval_f1_B-Chemical": 0.40816326530612246,
      "eval_f1_B-ClinicalAttribute": 0.6839622641509434,
      "eval_f1_B-DiseaseOrSyndrome": 0.9015614392396469,
      "eval_f1_B-EmbryonicStructure": 0,
      "eval_f1_B-EnvironmentalEffectOfHumans": 0,
      "eval_f1_B-Eukaryote": 0.6666666666666666,
      "eval_f1_B-ExperimentalModelOfDisease": 0.28571428571428564,
      "eval_f1_B-Finding": 0.574712643678161,
      "eval_f1_B-GeneOrGenome": 0.3488372093023256,
      "eval_f1_B-HealthCareActivity": 0.6878850102669404,
      "eval_f1_B-HealthCareRelatedOrganization": 0.22222222222222218,
      "eval_f1_B-IndividualBehavior": 0,
      "eval_f1_B-InjuryOrPoisoning": 0.49019607843137253,
      "eval_f1_B-MachineActivity": 0,
      "eval_f1_B-ManufacturedObject": 0.08,
      "eval_f1_B-MolecularSequence": 0,
      "eval_f1_B-NaturalPhenomenonOrProcess": 0.04597701149425288,
      "eval_f1_B-NucleicAcidNucleosideOrNucleotide": 0.5333333333333333,
      "eval_f1_B-Organism": 0,
      "eval_f1_B-OrganismAttribute": 0.7662337662337663,
      "eval_f1_B-PathologicFunction": 0.7388235294117648,
      "eval_f1_B-PatientOrDisabledGroup": 0.9279999999999999,
      "eval_f1_B-PharmacologicSubstance": 0.592,
      "eval_f1_B-PopulationGroup": 0.8626609442060086,
      "eval_f1_B-ResearchActivity": 0.7114427860696518,
      "eval_f1_B-SignOrSymptom": 0.39130434782608703,
      "eval_f1_B-Substance": 0.43333333333333335,
      "eval_f1_B-TemporalConcept": 0.7981072555205049,
      "eval_f1_B-Virus": 0,
      "eval_f1_I-AminoAcidPeptideOrProtein": 0.79700977573318,
      "eval_f1_I-AnatomicalAbnormality": 0,
      "eval_f1_I-Bacterium": 0,
      "eval_f1_I-BiologicFunction": 0.5421052631578948,
      "eval_f1_I-BiologicallyActiveSubstance": 0.7788279773156899,
      "eval_f1_I-BiomedicalOccupationOrDiscipline": 0.5573770491803278,
      "eval_f1_I-BodyPartOrganOrOrganComponent": 0.8597014925373135,
      "eval_f1_I-Cell": 0.7439353099730459,
      "eval_f1_I-CellComponent": 0.4297520661157025,
      "eval_f1_I-CellFunction": 0.5877712031558185,
      "eval_f1_I-CellOrMolecularDysfunction": 0.8434579439252335,
      "eval_f1_I-Chemical": 0.5571428571428572,
      "eval_f1_I-ClinicalAttribute": 0.6936316695352841,
      "eval_f1_I-DiseaseOrSyndrome": 0.9237913138486752,
      "eval_f1_I-EmbryonicStructure": 0,
      "eval_f1_I-EnvironmentalEffectOfHumans": 0,
      "eval_f1_I-Eukaryote": 0.6666666666666666,
      "eval_f1_I-ExperimentalModelOfDisease": 0.5050505050505051,
      "eval_f1_I-Finding": 0.4517704517704518,
      "eval_f1_I-GeneOrGenome": 0.4506172839506173,
      "eval_f1_I-HealthCareActivity": 0.6949559647718175,
      "eval_f1_I-HealthCareRelatedOrganization": 0.6593406593406594,
      "eval_f1_I-IndividualBehavior": 0,
      "eval_f1_I-InjuryOrPoisoning": 0.6509433962264152,
      "eval_f1_I-MachineActivity": 0,
      "eval_f1_I-ManufacturedObject": 0.3111111111111111,
      "eval_f1_I-MolecularSequence": 0.25,
      "eval_f1_I-NaturalPhenomenonOrProcess": 0.25,
      "eval_f1_I-NucleicAcidNucleosideOrNucleotide": 0.6808510638297872,
      "eval_f1_I-Organism": 0.4077669902912622,
      "eval_f1_I-OrganismAttribute": 0.3404255319148936,
      "eval_f1_I-PathologicFunction": 0.7773386034255598,
      "eval_f1_I-PatientOrDisabledGroup": 0.3076923076923077,
      "eval_f1_I-PharmacologicSubstance": 0.5941422594142259,
      "eval_f1_I-PopulationGroup": 0.7657142857142857,
      "eval_f1_I-ResearchActivity": 0.6286528866714184,
      "eval_f1_I-SignOrSymptom": 0.5,
      "eval_f1_I-Substance": 0.6516853932584269,
      "eval_f1_I-TemporalConcept": 0.803030303030303,
      "eval_f1_I-Virus": 0.19939577039274928,
      "eval_loss": 0.0011806305265054107,
      "eval_macro_f1": 0.4771876124108873,
      "eval_runtime": 27.685,
      "eval_samples_per_second": 28.716,
      "eval_steps_per_second": 0.542,
      "step": 2808
    },
    {
      "epoch": 28.0,
      "eval_f1_B-AminoAcidPeptideOrProtein": 0.772169167803547,
      "eval_f1_B-AnatomicalAbnormality": 0,
      "eval_f1_B-Bacterium": 0,
      "eval_f1_B-BiologicFunction": 0.6182572614107883,
      "eval_f1_B-BiologicallyActiveSubstance": 0.7264437689969605,
      "eval_f1_B-BiomedicalOccupationOrDiscipline": 0.6461538461538462,
      "eval_f1_B-BodyPartOrganOrOrganComponent": 0.7911001236093943,
      "eval_f1_B-Cell": 0.7008547008547009,
      "eval_f1_B-CellComponent": 0.44,
      "eval_f1_B-CellFunction": 0.6478873239436619,
      "eval_f1_B-CellOrMolecularDysfunction": 0.7818930041152263,
      "eval_f1_B-Chemical": 0.41333333333333333,
      "eval_f1_B-ClinicalAttribute": 0.6778846153846153,
      "eval_f1_B-DiseaseOrSyndrome": 0.9031821259309412,
      "eval_f1_B-EmbryonicStructure": 0,
      "eval_f1_B-EnvironmentalEffectOfHumans": 0,
      "eval_f1_B-Eukaryote": 0.6666666666666666,
      "eval_f1_B-ExperimentalModelOfDisease": 0.3636363636363636,
      "eval_f1_B-Finding": 0.5744680851063829,
      "eval_f1_B-GeneOrGenome": 0.3473053892215569,
      "eval_f1_B-HealthCareActivity": 0.6865364850976361,
      "eval_f1_B-HealthCareRelatedOrganization": 0.21428571428571427,
      "eval_f1_B-IndividualBehavior": 0,
      "eval_f1_B-InjuryOrPoisoning": 0.46938775510204084,
      "eval_f1_B-MachineActivity": 0,
      "eval_f1_B-ManufacturedObject": 0.07407407407407407,
      "eval_f1_B-MolecularSequence": 0,
      "eval_f1_B-NaturalPhenomenonOrProcess": 0.06818181818181818,
      "eval_f1_B-NucleicAcidNucleosideOrNucleotide": 0.5106382978723404,
      "eval_f1_B-Organism": 0,
      "eval_f1_B-OrganismAttribute": 0.7612903225806452,
      "eval_f1_B-PathologicFunction": 0.7505827505827506,
      "eval_f1_B-PatientOrDisabledGroup": 0.9279999999999999,
      "eval_f1_B-PharmacologicSubstance": 0.5714285714285715,
      "eval_f1_B-PopulationGroup": 0.8614718614718614,
      "eval_f1_B-ResearchActivity": 0.7050960735171262,
      "eval_f1_B-SignOrSymptom": 0.39130434782608703,
      "eval_f1_B-Substance": 0.45528455284552843,
      "eval_f1_B-TemporalConcept": 0.801261829652997,
      "eval_f1_B-Virus": 0,
      "eval_f1_I-AminoAcidPeptideOrProtein": 0.7965517241379311,
      "eval_f1_I-AnatomicalAbnormality": 0,
      "eval_f1_I-Bacterium": 0,
      "eval_f1_I-BiologicFunction": 0.5561497326203209,
      "eval_f1_I-BiologicallyActiveSubstance": 0.7795325331648767,
      "eval_f1_I-BiomedicalOccupationOrDiscipline": 0.5517241379310345,
      "eval_f1_I-BodyPartOrganOrOrganComponent": 0.8648111332007952,
      "eval_f1_I-Cell": 0.7407407407407406,
      "eval_f1_I-CellComponent": 0.4444444444444444,
      "eval_f1_I-CellFunction": 0.5975609756097561,
      "eval_f1_I-CellOrMolecularDysfunction": 0.836027713625866,
      "eval_f1_I-Chemical": 0.5098039215686275,
      "eval_f1_I-ClinicalAttribute": 0.6928999144568007,
      "eval_f1_I-DiseaseOrSyndrome": 0.9243882320593897,
      "eval_f1_I-EmbryonicStructure": 0,
      "eval_f1_I-EnvironmentalEffectOfHumans": 0,
      "eval_f1_I-Eukaryote": 0.6666666666666666,
      "eval_f1_I-ExperimentalModelOfDisease": 0.6168224299065421,
      "eval_f1_I-Finding": 0.45038167938931295,
      "eval_f1_I-GeneOrGenome": 0.45569620253164556,
      "eval_f1_I-HealthCareActivity": 0.6919354838709677,
      "eval_f1_I-HealthCareRelatedOrganization": 0.6593406593406594,
      "eval_f1_I-IndividualBehavior": 0,
      "eval_f1_I-InjuryOrPoisoning": 0.6829268292682927,
      "eval_f1_I-MachineActivity": 0,
      "eval_f1_I-ManufacturedObject": 0.2857142857142857,
      "eval_f1_I-MolecularSequence": 0.25,
      "eval_f1_I-NaturalPhenomenonOrProcess": 0.20512820512820512,
      "eval_f1_I-NucleicAcidNucleosideOrNucleotide": 0.5714285714285714,
      "eval_f1_I-Organism": 0.4013157894736842,
      "eval_f1_I-OrganismAttribute": 0.30769230769230765,
      "eval_f1_I-PathologicFunction": 0.776,
      "eval_f1_I-PatientOrDisabledGroup": 0.26666666666666666,
      "eval_f1_I-PharmacologicSubstance": 0.5853658536585367,
      "eval_f1_I-PopulationGroup": 0.7630057803468209,
      "eval_f1_I-ResearchActivity": 0.6167400881057268,
      "eval_f1_I-SignOrSymptom": 0.5,
      "eval_f1_I-Substance": 0.6516853932584269,
      "eval_f1_I-TemporalConcept": 0.8059701492537312,
      "eval_f1_I-Virus": 0.23668639053254437,
      "eval_loss": 0.001183464890345931,
      "eval_macro_f1": 0.475773310831017,
      "eval_runtime": 27.9755,
      "eval_samples_per_second": 28.418,
      "eval_steps_per_second": 0.536,
      "step": 2912
    },
    {
      "epoch": 28.85,
      "learning_rate": 9.615384615384616e-06,
      "loss": 0.0003,
      "step": 3000
    },
    {
      "epoch": 29.0,
      "eval_f1_B-AminoAcidPeptideOrProtein": 0.7694369973190348,
      "eval_f1_B-AnatomicalAbnormality": 0,
      "eval_f1_B-Bacterium": 0,
      "eval_f1_B-BiologicFunction": 0.6176470588235293,
      "eval_f1_B-BiologicallyActiveSubstance": 0.7113095238095237,
      "eval_f1_B-BiomedicalOccupationOrDiscipline": 0.6461538461538462,
      "eval_f1_B-BodyPartOrganOrOrganComponent": 0.7945544554455445,
      "eval_f1_B-Cell": 0.6952789699570816,
      "eval_f1_B-CellComponent": 0.44,
      "eval_f1_B-CellFunction": 0.6426592797783933,
      "eval_f1_B-CellOrMolecularDysfunction": 0.7883817427385892,
      "eval_f1_B-Chemical": 0.4052287581699346,
      "eval_f1_B-ClinicalAttribute": 0.6855791962174942,
      "eval_f1_B-DiseaseOrSyndrome": 0.9021739130434782,
      "eval_f1_B-EmbryonicStructure": 0,
      "eval_f1_B-EnvironmentalEffectOfHumans": 0,
      "eval_f1_B-Eukaryote": 0.6818181818181819,
      "eval_f1_B-ExperimentalModelOfDisease": 0.10526315789473685,
      "eval_f1_B-Finding": 0.5714285714285714,
      "eval_f1_B-GeneOrGenome": 0.3508771929824561,
      "eval_f1_B-HealthCareActivity": 0.6945010183299389,
      "eval_f1_B-HealthCareRelatedOrganization": 0.21428571428571427,
      "eval_f1_B-IndividualBehavior": 0,
      "eval_f1_B-InjuryOrPoisoning": 0.48,
      "eval_f1_B-MachineActivity": 0,
      "eval_f1_B-ManufacturedObject": 0.07692307692307693,
      "eval_f1_B-MolecularSequence": 0,
      "eval_f1_B-NaturalPhenomenonOrProcess": 0.06818181818181818,
      "eval_f1_B-NucleicAcidNucleosideOrNucleotide": 0.5217391304347826,
      "eval_f1_B-Organism": 0,
      "eval_f1_B-OrganismAttribute": 0.7741935483870968,
      "eval_f1_B-PathologicFunction": 0.7412587412587412,
      "eval_f1_B-PatientOrDisabledGroup": 0.9516129032258065,
      "eval_f1_B-PharmacologicSubstance": 0.5692307692307693,
      "eval_f1_B-PopulationGroup": 0.8699360341151384,
      "eval_f1_B-ResearchActivity": 0.7080231596360628,
      "eval_f1_B-SignOrSymptom": 0.4255319148936171,
      "eval_f1_B-Substance": 0.46280991735537186,
      "eval_f1_B-TemporalConcept": 0.8031496062992126,
      "eval_f1_B-Virus": 0,
      "eval_f1_I-AminoAcidPeptideOrProtein": 0.7986270022883295,
      "eval_f1_I-AnatomicalAbnormality": 0,
      "eval_f1_I-Bacterium": 0,
      "eval_f1_I-BiologicFunction": 0.5543478260869565,
      "eval_f1_I-BiologicallyActiveSubstance": 0.7753807106598984,
      "eval_f1_I-BiomedicalOccupationOrDiscipline": 0.5333333333333333,
      "eval_f1_I-BodyPartOrganOrOrganComponent": 0.8696517412935323,
      "eval_f1_I-Cell": 0.738544474393531,
      "eval_f1_I-CellComponent": 0.42857142857142855,
      "eval_f1_I-CellFunction": 0.5928853754940712,
      "eval_f1_I-CellOrMolecularDysfunction": 0.8390129259694478,
      "eval_f1_I-Chemical": 0.5165562913907286,
      "eval_f1_I-ClinicalAttribute": 0.6904347826086956,
      "eval_f1_I-DiseaseOrSyndrome": 0.9251587959127313,
      "eval_f1_I-EmbryonicStructure": 0,
      "eval_f1_I-EnvironmentalEffectOfHumans": 0,
      "eval_f1_I-Eukaryote": 0.6666666666666666,
      "eval_f1_I-ExperimentalModelOfDisease": 0.6037735849056605,
      "eval_f1_I-Finding": 0.4485006518904824,
      "eval_f1_I-GeneOrGenome": 0.44859813084112155,
      "eval_f1_I-HealthCareActivity": 0.6891447368421052,
      "eval_f1_I-HealthCareRelatedOrganization": 0.6739130434782609,
      "eval_f1_I-IndividualBehavior": 0,
      "eval_f1_I-InjuryOrPoisoning": 0.6634146341463415,
      "eval_f1_I-MachineActivity": 0,
      "eval_f1_I-ManufacturedObject": 0.3181818181818182,
      "eval_f1_I-MolecularSequence": 0.25,
      "eval_f1_I-NaturalPhenomenonOrProcess": 0.23529411764705882,
      "eval_f1_I-NucleicAcidNucleosideOrNucleotide": 0.5818181818181817,
      "eval_f1_I-Organism": 0.4039087947882736,
      "eval_f1_I-OrganismAttribute": 0.3404255319148936,
      "eval_f1_I-PathologicFunction": 0.783068783068783,
      "eval_f1_I-PatientOrDisabledGroup": 0.3076923076923077,
      "eval_f1_I-PharmacologicSubstance": 0.5795918367346938,
      "eval_f1_I-PopulationGroup": 0.7738095238095237,
      "eval_f1_I-ResearchActivity": 0.6252838758516276,
      "eval_f1_I-SignOrSymptom": 0.5,
      "eval_f1_I-Substance": 0.6516853932584269,
      "eval_f1_I-TemporalConcept": 0.8185328185328185,
      "eval_f1_I-Virus": 0.2521994134897361,
      "eval_loss": 0.00119480537250638,
      "eval_macro_f1": 0.47558970914623755,
      "eval_runtime": 28.0828,
      "eval_samples_per_second": 28.309,
      "eval_steps_per_second": 0.534,
      "step": 3016
    },
    {
      "epoch": 30.0,
      "eval_f1_B-AminoAcidPeptideOrProtein": 0.7702702702702703,
      "eval_f1_B-AnatomicalAbnormality": 0,
      "eval_f1_B-Bacterium": 0,
      "eval_f1_B-BiologicFunction": 0.6189473684210526,
      "eval_f1_B-BiologicallyActiveSubstance": 0.7104477611940297,
      "eval_f1_B-BiomedicalOccupationOrDiscipline": 0.6461538461538462,
      "eval_f1_B-BodyPartOrganOrOrganComponent": 0.7890818858560794,
      "eval_f1_B-Cell": 0.689655172413793,
      "eval_f1_B-CellComponent": 0.4313725490196078,
      "eval_f1_B-CellFunction": 0.6406685236768801,
      "eval_f1_B-CellOrMolecularDysfunction": 0.7786885245901639,
      "eval_f1_B-Chemical": 0.4054054054054054,
      "eval_f1_B-ClinicalAttribute": 0.6872037914691943,
      "eval_f1_B-DiseaseOrSyndrome": 0.8992562542258281,
      "eval_f1_B-EmbryonicStructure": 0,
      "eval_f1_B-EnvironmentalEffectOfHumans": 0,
      "eval_f1_B-Eukaryote": 0.6818181818181819,
      "eval_f1_B-ExperimentalModelOfDisease": 0.20000000000000004,
      "eval_f1_B-Finding": 0.5711229946524063,
      "eval_f1_B-GeneOrGenome": 0.3452380952380953,
      "eval_f1_B-HealthCareActivity": 0.691914022517912,
      "eval_f1_B-HealthCareRelatedOrganization": 0.21428571428571427,
      "eval_f1_B-IndividualBehavior": 0,
      "eval_f1_B-InjuryOrPoisoning": 0.48,
      "eval_f1_B-MachineActivity": 0,
      "eval_f1_B-ManufacturedObject": 0.07692307692307693,
      "eval_f1_B-MolecularSequence": 0,
      "eval_f1_B-NaturalPhenomenonOrProcess": 0.06818181818181818,
      "eval_f1_B-NucleicAcidNucleosideOrNucleotide": 0.5217391304347826,
      "eval_f1_B-Organism": 0,
      "eval_f1_B-OrganismAttribute": 0.7662337662337663,
      "eval_f1_B-PathologicFunction": 0.7464788732394365,
      "eval_f1_B-PatientOrDisabledGroup": 0.9516129032258065,
      "eval_f1_B-PharmacologicSubstance": 0.5846153846153846,
      "eval_f1_B-PopulationGroup": 0.8632478632478631,
      "eval_f1_B-ResearchActivity": 0.706953642384106,
      "eval_f1_B-SignOrSymptom": 0.39130434782608703,
      "eval_f1_B-Substance": 0.46280991735537186,
      "eval_f1_B-TemporalConcept": 0.7993680884676145,
      "eval_f1_B-Virus": 0,
      "eval_f1_I-AminoAcidPeptideOrProtein": 0.7990841442472811,
      "eval_f1_I-AnatomicalAbnormality": 0,
      "eval_f1_I-Bacterium": 0,
      "eval_f1_I-BiologicFunction": 0.5439999999999999,
      "eval_f1_I-BiologicallyActiveSubstance": 0.7761755485893417,
      "eval_f1_I-BiomedicalOccupationOrDiscipline": 0.5573770491803278,
      "eval_f1_I-BodyPartOrganOrOrganComponent": 0.8679245283018868,
      "eval_f1_I-Cell": 0.7306666666666667,
      "eval_f1_I-CellComponent": 0.42857142857142855,
      "eval_f1_I-CellFunction": 0.5847953216374269,
      "eval_f1_I-CellOrMolecularDysfunction": 0.8372093023255814,
      "eval_f1_I-Chemical": 0.5148514851485149,
      "eval_f1_I-ClinicalAttribute": 0.6891191709844561,
      "eval_f1_I-DiseaseOrSyndrome": 0.9239669421487604,
      "eval_f1_I-EmbryonicStructure": 0,
      "eval_f1_I-EnvironmentalEffectOfHumans": 0,
      "eval_f1_I-Eukaryote": 0.6666666666666666,
      "eval_f1_I-ExperimentalModelOfDisease": 0.6168224299065421,
      "eval_f1_I-Finding": 0.4444444444444444,
      "eval_f1_I-GeneOrGenome": 0.45,
      "eval_f1_I-HealthCareActivity": 0.6877022653721683,
      "eval_f1_I-HealthCareRelatedOrganization": 0.6739130434782609,
      "eval_f1_I-IndividualBehavior": 0,
      "eval_f1_I-InjuryOrPoisoning": 0.673170731707317,
      "eval_f1_I-MachineActivity": 0,
      "eval_f1_I-ManufacturedObject": 0.2978723404255319,
      "eval_f1_I-MolecularSequence": 0.25,
      "eval_f1_I-NaturalPhenomenonOrProcess": 0.20512820512820512,
      "eval_f1_I-NucleicAcidNucleosideOrNucleotide": 0.5714285714285714,
      "eval_f1_I-Organism": 0.40259740259740256,
      "eval_f1_I-OrganismAttribute": 0.3404255319148936,
      "eval_f1_I-PathologicFunction": 0.7786666666666667,
      "eval_f1_I-PatientOrDisabledGroup": 0.3076923076923077,
      "eval_f1_I-PharmacologicSubstance": 0.5853658536585367,
      "eval_f1_I-PopulationGroup": 0.7674418604651163,
      "eval_f1_I-ResearchActivity": 0.6241758241758243,
      "eval_f1_I-SignOrSymptom": 0.5,
      "eval_f1_I-Substance": 0.6516853932584269,
      "eval_f1_I-TemporalConcept": 0.8262548262548264,
      "eval_f1_I-Virus": 0.2573099415204679,
      "eval_loss": 0.001196520053781569,
      "eval_macro_f1": 0.4752938133488428,
      "eval_runtime": 28.0695,
      "eval_samples_per_second": 28.323,
      "eval_steps_per_second": 0.534,
      "step": 3120
    }
  ],
  "max_steps": 3120,
  "num_train_epochs": 30,
  "total_flos": 4.375662944643072e+16,
  "trial_name": null,
  "trial_params": null
}