File size: 26,753 Bytes
da03c6e
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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
[
    {
        "epoch": 1.0,
        "step": 1756,
        "eval_loss": 0.07203580439090729,
        "overall": {
            "precision": 0.8912693298969072,
            "recall": 0.931167956916863,
            "f1": 0.9107818930041152,
            "accuracy": 0.9814269735680226
        },
        "per_label": {
            "LOC": {
                "precision": 0.9239187076602398,
                "recall": 0.965160587915079,
                "f1": 0.9440894568690097,
                "number": 1837
            },
            "MISC": {
                "precision": 0.7727272727272727,
                "recall": 0.8297180043383948,
                "f1": 0.8002092050209204,
                "number": 922
            },
            "ORG": {
                "precision": 0.8624823695345557,
                "recall": 0.9120059656972409,
                "f1": 0.8865530989488946,
                "number": 1341
            },
            "PER": {
                "precision": 0.9420520999468368,
                "recall": 0.9619978284473398,
                "f1": 0.9519204942250873,
                "number": 1842
            }
        },
        "runtime": {
            "eval_runtime": 7.4533,
            "samples_per_second": 436.049,
            "steps_per_second": 54.607
        }
    },
    {
        "epoch": 2.0,
        "step": 3512,
        "eval_loss": 0.07787470519542694,
        "overall": {
            "precision": 0.9304723885562209,
            "recall": 0.9414338606529788,
            "f1": 0.9359210306173666,
            "accuracy": 0.9842968152116324
        },
        "per_label": {
            "LOC": {
                "precision": 0.9511015583019882,
                "recall": 0.9635274904735982,
                "f1": 0.9572742022714981,
                "number": 1837
            },
            "MISC": {
                "precision": 0.8725910064239829,
                "recall": 0.8839479392624728,
                "f1": 0.8782327586206896,
                "number": 922
            },
            "ORG": {
                "precision": 0.9050822122571002,
                "recall": 0.9030574198359433,
                "f1": 0.9040686823441583,
                "number": 1341
            },
            "PER": {
                "precision": 0.9568919638105375,
                "recall": 0.9761129207383279,
                "f1": 0.9664068798710024,
                "number": 1842
            }
        },
        "runtime": {
            "eval_runtime": 7.5011,
            "samples_per_second": 433.267,
            "steps_per_second": 54.258
        }
    },
    {
        "epoch": 3.0,
        "step": 5268,
        "eval_loss": 0.07202505320310593,
        "overall": {
            "precision": 0.9318106587222774,
            "recall": 0.9474924267923258,
            "f1": 0.9395861148197597,
            "accuracy": 0.9857685288750221
        },
        "per_label": {
            "LOC": {
                "precision": 0.9626218851570965,
                "recall": 0.9673380511703865,
                "f1": 0.9649742058104807,
                "number": 1837
            },
            "MISC": {
                "precision": 0.8943355119825708,
                "recall": 0.8904555314533622,
                "f1": 0.8923913043478261,
                "number": 922
            },
            "ORG": {
                "precision": 0.8772791023842917,
                "recall": 0.9328859060402684,
                "f1": 0.9042284062161186,
                "number": 1341
            },
            "PER": {
                "precision": 0.9616630669546437,
                "recall": 0.9668838219326819,
                "f1": 0.9642663779101246,
                "number": 1842
            }
        },
        "runtime": {
            "eval_runtime": 6.5043,
            "samples_per_second": 499.669,
            "steps_per_second": 62.574
        }
    },
    {
        "epoch": 4.0,
        "step": 7024,
        "eval_loss": 0.08569859713315964,
        "overall": {
            "precision": 0.930635838150289,
            "recall": 0.9483338943116796,
            "f1": 0.9394015170459282,
            "accuracy": 0.9850621063165951
        },
        "per_label": {
            "LOC": {
                "precision": 0.9533011272141707,
                "recall": 0.9667936853565596,
                "f1": 0.96,
                "number": 1837
            },
            "MISC": {
                "precision": 0.8623188405797102,
                "recall": 0.903470715835141,
                "f1": 0.8824152542372882,
                "number": 922
            },
            "ORG": {
                "precision": 0.8995664739884393,
                "recall": 0.9284116331096197,
                "f1": 0.9137614678899083,
                "number": 1341
            },
            "PER": {
                "precision": 0.9668838219326819,
                "recall": 0.9668838219326819,
                "f1": 0.9668838219326819,
                "number": 1842
            }
        },
        "runtime": {
            "eval_runtime": 7.5249,
            "samples_per_second": 431.899,
            "steps_per_second": 54.087
        }
    },
    {
        "epoch": 5.0,
        "step": 8780,
        "eval_loss": 0.08417785912752151,
        "overall": {
            "precision": 0.9310686015831134,
            "recall": 0.9501851228542578,
            "f1": 0.9405297351324339,
            "accuracy": 0.9851062577264967
        },
        "per_label": {
            "LOC": {
                "precision": 0.9627228525121556,
                "recall": 0.9700598802395209,
                "f1": 0.9663774403470715,
                "number": 1837
            },
            "MISC": {
                "precision": 0.8386454183266933,
                "recall": 0.913232104121475,
                "f1": 0.8743509865005192,
                "number": 922
            },
            "ORG": {
                "precision": 0.9070110701107011,
                "recall": 0.9164802386278896,
                "f1": 0.9117210682492581,
                "number": 1341
            },
            "PER": {
                "precision": 0.9670981661272924,
                "recall": 0.9733984799131379,
                "f1": 0.9702380952380952,
                "number": 1842
            }
        },
        "runtime": {
            "eval_runtime": 7.5038,
            "samples_per_second": 433.114,
            "steps_per_second": 54.239
        }
    },
    {
        "epoch": 6.0,
        "step": 10536,
        "eval_loss": 0.09725591540336609,
        "overall": {
            "precision": 0.9291845493562232,
            "recall": 0.9473241332884551,
            "f1": 0.9381666666666667,
            "accuracy": 0.9844734208512392
        },
        "per_label": {
            "LOC": {
                "precision": 0.9546424759871932,
                "recall": 0.9738704409363091,
                "f1": 0.9641606036108865,
                "number": 1837
            },
            "MISC": {
                "precision": 0.858739837398374,
                "recall": 0.9164859002169198,
                "f1": 0.8866736621196223,
                "number": 922
            },
            "ORG": {
                "precision": 0.8921852387843705,
                "recall": 0.9194630872483222,
                "f1": 0.9056188027910393,
                "number": 1341
            },
            "PER": {
                "precision": 0.9691969196919692,
                "recall": 0.9565689467969598,
                "f1": 0.9628415300546448,
                "number": 1842
            }
        },
        "runtime": {
            "eval_runtime": 7.4822,
            "samples_per_second": 434.362,
            "steps_per_second": 54.395
        }
    },
    {
        "epoch": 7.0,
        "step": 12292,
        "eval_loss": 0.097112737596035,
        "overall": {
            "precision": 0.9343584656084656,
            "recall": 0.9510265903736116,
            "f1": 0.9426188490408675,
            "accuracy": 0.9859745687878966
        },
        "per_label": {
            "LOC": {
                "precision": 0.9689373297002725,
                "recall": 0.9678824169842134,
                "f1": 0.968409586056645,
                "number": 1837
            },
            "MISC": {
                "precision": 0.8805031446540881,
                "recall": 0.911062906724512,
                "f1": 0.8955223880597015,
                "number": 922
            },
            "ORG": {
                "precision": 0.8851063829787233,
                "recall": 0.930648769574944,
                "f1": 0.9073064340239914,
                "number": 1341
            },
            "PER": {
                "precision": 0.965386695511087,
                "recall": 0.9690553745928339,
                "f1": 0.967217556217827,
                "number": 1842
            }
        },
        "runtime": {
            "eval_runtime": 7.4789,
            "samples_per_second": 434.555,
            "steps_per_second": 54.42
        }
    },
    {
        "epoch": 8.0,
        "step": 14048,
        "eval_loss": 0.10294844955205917,
        "overall": {
            "precision": 0.9285831285831286,
            "recall": 0.9540558734432851,
            "f1": 0.9411471735701834,
            "accuracy": 0.9852387119562018
        },
        "per_label": {
            "LOC": {
                "precision": 0.9664864864864865,
                "recall": 0.9733260751224823,
                "f1": 0.9698942229454841,
                "number": 1837
            },
            "MISC": {
                "precision": 0.8497983870967742,
                "recall": 0.9143167028199566,
                "f1": 0.8808777429467085,
                "number": 922
            },
            "ORG": {
                "precision": 0.9019607843137255,
                "recall": 0.9261744966442953,
                "f1": 0.9139072847682119,
                "number": 1341
            },
            "PER": {
                "precision": 0.9522799575821845,
                "recall": 0.9750271444082519,
                "f1": 0.9635193133047211,
                "number": 1842
            }
        },
        "runtime": {
            "eval_runtime": 7.6218,
            "samples_per_second": 426.41,
            "steps_per_second": 53.4
        }
    },
    {
        "epoch": 9.0,
        "step": 15804,
        "eval_loss": 0.11473368108272552,
        "overall": {
            "precision": 0.9368072787427626,
            "recall": 0.9530461124200605,
            "f1": 0.944856928339034,
            "accuracy": 0.9860187201977983
        },
        "per_label": {
            "LOC": {
                "precision": 0.9632034632034632,
                "recall": 0.9689711486118672,
                "f1": 0.966078697421981,
                "number": 1837
            },
            "MISC": {
                "precision": 0.8518145161290323,
                "recall": 0.9164859002169198,
                "f1": 0.8829676071055382,
                "number": 922
            },
            "ORG": {
                "precision": 0.9313207547169812,
                "recall": 0.9202087994034303,
                "f1": 0.9257314328582145,
                "number": 1341
            },
            "PER": {
                "precision": 0.9595744680851064,
                "recall": 0.9793702497285559,
                "f1": 0.969371305749597,
                "number": 1842
            }
        },
        "runtime": {
            "eval_runtime": 7.5249,
            "samples_per_second": 431.9,
            "steps_per_second": 54.087
        }
    },
    {
        "epoch": 10.0,
        "step": 17560,
        "eval_loss": 0.1184961125254631,
        "overall": {
            "precision": 0.9358889623265036,
            "recall": 0.9532144059239314,
            "f1": 0.9444722361180591,
            "accuracy": 0.9852681462294696
        },
        "per_label": {
            "LOC": {
                "precision": 0.9669197396963124,
                "recall": 0.9706042460533478,
                "f1": 0.9687584895408857,
                "number": 1837
            },
            "MISC": {
                "precision": 0.8826638477801269,
                "recall": 0.9056399132321041,
                "f1": 0.8940042826552462,
                "number": 922
            },
            "ORG": {
                "precision": 0.8961318051575932,
                "recall": 0.9328859060402684,
                "f1": 0.9141395688710267,
                "number": 1341
            },
            "PER": {
                "precision": 0.9619506966773848,
                "recall": 0.9744842562432139,
                "f1": 0.9681769147788565,
                "number": 1842
            }
        },
        "runtime": {
            "eval_runtime": 7.5803,
            "samples_per_second": 428.744,
            "steps_per_second": 53.692
        }
    },
    {
        "epoch": 11.0,
        "step": 19316,
        "eval_loss": 0.11947210878133774,
        "overall": {
            "precision": 0.9384717168375786,
            "recall": 0.9548973409626389,
            "f1": 0.9466132799466134,
            "accuracy": 0.9857685288750221
        },
        "per_label": {
            "LOC": {
                "precision": 0.9658906334596643,
                "recall": 0.9711486118671747,
                "f1": 0.9685124864277959,
                "number": 1837
            },
            "MISC": {
                "precision": 0.8954108858057631,
                "recall": 0.9099783080260304,
                "f1": 0.9026358257127487,
                "number": 922
            },
            "ORG": {
                "precision": 0.9075812274368231,
                "recall": 0.9373601789709173,
                "f1": 0.922230374174615,
                "number": 1341
            },
            "PER": {
                "precision": 0.9557805007991476,
                "recall": 0.9739413680781759,
                "f1": 0.9647754772788384,
                "number": 1842
            }
        },
        "runtime": {
            "eval_runtime": 7.5556,
            "samples_per_second": 430.142,
            "steps_per_second": 53.867
        }
    },
    {
        "epoch": 12.0,
        "step": 21072,
        "eval_loss": 0.12146918475627899,
        "overall": {
            "precision": 0.9431799302209669,
            "recall": 0.9554022214742511,
            "f1": 0.9492517348047823,
            "accuracy": 0.9866074056631542
        },
        "per_label": {
            "LOC": {
                "precision": 0.971195652173913,
                "recall": 0.9727817093086554,
                "f1": 0.9719880337231438,
                "number": 1837
            },
            "MISC": {
                "precision": 0.9096844396082698,
                "recall": 0.9067245119305857,
                "f1": 0.9082020640956002,
                "number": 922
            },
            "ORG": {
                "precision": 0.9121522693997072,
                "recall": 0.9291573452647278,
                "f1": 0.9205762837089029,
                "number": 1341
            },
            "PER": {
                "precision": 0.9545934530095037,
                "recall": 0.9815418023887079,
                "f1": 0.9678800856531049,
                "number": 1842
            }
        },
        "runtime": {
            "eval_runtime": 7.7732,
            "samples_per_second": 418.106,
            "steps_per_second": 52.36
        }
    },
    {
        "epoch": 13.0,
        "step": 22828,
        "eval_loss": 0.12505799531936646,
        "overall": {
            "precision": 0.9386808087504143,
            "recall": 0.9532144059239314,
            "f1": 0.9458917835671342,
            "accuracy": 0.9860923058809677
        },
        "per_label": {
            "LOC": {
                "precision": 0.9675148890092041,
                "recall": 0.9727817093086554,
                "f1": 0.9701411509229099,
                "number": 1837
            },
            "MISC": {
                "precision": 0.8782791185729276,
                "recall": 0.9078091106290672,
                "f1": 0.8927999999999999,
                "number": 922
            },
            "ORG": {
                "precision": 0.9241741741741741,
                "recall": 0.9179716629381058,
                "f1": 0.9210624766180322,
                "number": 1341
            },
            "PER": {
                "precision": 0.9511041009463722,
                "recall": 0.9820846905537459,
                "f1": 0.9663461538461537,
                "number": 1842
            }
        },
        "runtime": {
            "eval_runtime": 7.5826,
            "samples_per_second": 428.613,
            "steps_per_second": 53.676
        }
    },
    {
        "epoch": 14.0,
        "step": 24584,
        "eval_loss": 0.12853111326694489,
        "overall": {
            "precision": 0.9430043203722167,
            "recall": 0.9550656344665096,
            "f1": 0.9489966555183946,
            "accuracy": 0.986342497203744
        },
        "per_label": {
            "LOC": {
                "precision": 0.9736986301369863,
                "recall": 0.9673380511703865,
                "f1": 0.9705079191698526,
                "number": 1837
            },
            "MISC": {
                "precision": 0.8892438764643238,
                "recall": 0.9056399132321041,
                "f1": 0.8973670069854918,
                "number": 922
            },
            "ORG": {
                "precision": 0.9200293470286134,
                "recall": 0.9351230425055929,
                "f1": 0.9275147928994084,
                "number": 1341
            },
            "PER": {
                "precision": 0.9566367001586462,
                "recall": 0.9820846905537459,
                "f1": 0.9691936780069649,
                "number": 1842
            }
        },
        "runtime": {
            "eval_runtime": 7.5688,
            "samples_per_second": 429.396,
            "steps_per_second": 53.774
        }
    },
    {
        "epoch": 15.0,
        "step": 26340,
        "eval_loss": 0.1253676861524582,
        "overall": {
            "precision": 0.938937613767996,
            "recall": 0.9548973409626389,
            "f1": 0.9468502294534834,
            "accuracy": 0.9861364572908695
        },
        "per_label": {
            "LOC": {
                "precision": 0.9607948442534908,
                "recall": 0.9738704409363091,
                "f1": 0.9672884563395511,
                "number": 1837
            },
            "MISC": {
                "precision": 0.8742203742203742,
                "recall": 0.9121475054229935,
                "f1": 0.8927813163481952,
                "number": 922
            },
            "ORG": {
                "precision": 0.9322289156626506,
                "recall": 0.9231916480238628,
                "f1": 0.9276882727613338,
                "number": 1341
            },
            "PER": {
                "precision": 0.9550502379693284,
                "recall": 0.9804560260586319,
                "f1": 0.9675863916421109,
                "number": 1842
            }
        },
        "runtime": {
            "eval_runtime": 8.6163,
            "samples_per_second": 377.191,
            "steps_per_second": 47.236
        }
    },
    {
        "epoch": 16.0,
        "step": 28096,
        "eval_loss": 0.12416187673807144,
        "overall": {
            "precision": 0.9447862963578912,
            "recall": 0.9560753954897341,
            "f1": 0.9503973232956922,
            "accuracy": 0.9866957084829575
        },
        "per_label": {
            "LOC": {
                "precision": 0.9680043383947939,
                "recall": 0.9716929776810016,
                "f1": 0.969845150774246,
                "number": 1837
            },
            "MISC": {
                "precision": 0.8954108858057631,
                "recall": 0.9099783080260304,
                "f1": 0.9026358257127487,
                "number": 922
            },
            "ORG": {
                "precision": 0.9301634472511144,
                "recall": 0.9336316181953765,
                "f1": 0.9318943059173799,
                "number": 1341
            },
            "PER": {
                "precision": 0.957051961823966,
                "recall": 0.9799131378935939,
                "f1": 0.9683476394849786,
                "number": 1842
            }
        },
        "runtime": {
            "eval_runtime": 8.6628,
            "samples_per_second": 375.168,
            "steps_per_second": 46.983
        }
    },
    {
        "epoch": 17.0,
        "step": 29852,
        "eval_loss": 0.12274094671010971,
        "overall": {
            "precision": 0.9438631456568676,
            "recall": 0.9564119824974756,
            "f1": 0.9500961297333445,
            "accuracy": 0.9868428798492965
        },
        "per_label": {
            "LOC": {
                "precision": 0.971195652173913,
                "recall": 0.9727817093086554,
                "f1": 0.9719880337231438,
                "number": 1837
            },
            "MISC": {
                "precision": 0.8761609907120743,
                "recall": 0.920824295010846,
                "f1": 0.8979375991538868,
                "number": 922
            },
            "ORG": {
                "precision": 0.9307004470938898,
                "recall": 0.9313944817300522,
                "f1": 0.9310473350726798,
                "number": 1341
            },
            "PER": {
                "precision": 0.9614973262032086,
                "recall": 0.9761129207383279,
                "f1": 0.9687500000000001,
                "number": 1842
            }
        },
        "runtime": {
            "eval_runtime": 8.9038,
            "samples_per_second": 365.012,
            "steps_per_second": 45.711
        }
    },
    {
        "epoch": 18.0,
        "step": 31608,
        "eval_loss": 0.12293359637260437,
        "overall": {
            "precision": 0.9440199335548173,
            "recall": 0.9564119824974756,
            "f1": 0.9501755559271025,
            "accuracy": 0.9870636368988049
        },
        "per_label": {
            "LOC": {
                "precision": 0.9701249321021184,
                "recall": 0.9722373434948285,
                "f1": 0.9711799891245242,
                "number": 1837
            },
            "MISC": {
                "precision": 0.8810020876826722,
                "recall": 0.9154013015184381,
                "f1": 0.8978723404255319,
                "number": 922
            },
            "ORG": {
                "precision": 0.926829268292683,
                "recall": 0.9351230425055929,
                "f1": 0.9309576837416481,
                "number": 1341
            },
            "PER": {
                "precision": 0.9630620985010707,
                "recall": 0.9766558089033659,
                "f1": 0.969811320754717,
                "number": 1842
            }
        },
        "runtime": {
            "eval_runtime": 8.7313,
            "samples_per_second": 372.226,
            "steps_per_second": 46.614
        }
    },
    {
        "epoch": 19.0,
        "step": 33364,
        "eval_loss": 0.12236841022968292,
        "overall": {
            "precision": 0.944813829787234,
            "recall": 0.9565802760013463,
            "f1": 0.9506606455929084,
            "accuracy": 0.9872255254017779
        },
        "per_label": {
            "LOC": {
                "precision": 0.971677559912854,
                "recall": 0.9711486118671747,
                "f1": 0.9714130138851075,
                "number": 1837
            },
            "MISC": {
                "precision": 0.8712667353244078,
                "recall": 0.9175704989154013,
                "f1": 0.8938193343898574,
                "number": 922
            },
            "ORG": {
                "precision": 0.9383458646616541,
                "recall": 0.930648769574944,
                "f1": 0.9344814676151254,
                "number": 1341
            },
            "PER": {
                "precision": 0.961149547631719,
                "recall": 0.9804560260586319,
                "f1": 0.9707067992475142,
                "number": 1842
            }
        },
        "runtime": {
            "eval_runtime": 6.5081,
            "samples_per_second": 499.381,
            "steps_per_second": 62.538
        }
    },
    {
        "epoch": 20.0,
        "step": 35120,
        "eval_loss": 0.12258101999759674,
        "overall": {
            "precision": 0.9443891102257637,
            "recall": 0.9574217435207001,
            "f1": 0.9508607721878657,
            "accuracy": 0.9872549596750456
        },
        "per_label": {
            "LOC": {
                "precision": 0.9727371864776445,
                "recall": 0.9711486118671747,
                "f1": 0.9719422500681013,
                "number": 1837
            },
            "MISC": {
                "precision": 0.8746113989637305,
                "recall": 0.9154013015184381,
                "f1": 0.8945416004239534,
                "number": 922
            },
            "ORG": {
                "precision": 0.9336810730253353,
                "recall": 0.9343773303504848,
                "f1": 0.9340290719344019,
                "number": 1341
            },
            "PER": {
                "precision": 0.960169941582581,
                "recall": 0.9815418023887079,
                "f1": 0.970738255033557,
                "number": 1842
            }
        },
        "runtime": {
            "eval_runtime": 6.7405,
            "samples_per_second": 482.16,
            "steps_per_second": 60.381
        }
    }
]