File size: 42,277 Bytes
04bc6fd
 
 
 
 
 
e44a060
04bc6fd
 
 
 
 
 
e44a060
04bc6fd
 
 
e44a060
 
 
 
04bc6fd
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
e44a060
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
04bc6fd
 
 
 
 
 
 
 
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
---
library_name: transformers
base_model: aubmindlab/bert-base-arabertv02
tags:
- generated_from_trainer
model-index:
- name: Arabic_CrossPrompt_FineTuningAraBERT_noAug_TestTask2_development
  results: []
---

<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->

# Arabic_CrossPrompt_FineTuningAraBERT_noAug_TestTask2_development

This model is a fine-tuned version of [aubmindlab/bert-base-arabertv02](https://huggingface.co/aubmindlab/bert-base-arabertv02) on the None dataset.
It achieves the following results on the evaluation set:
- Loss: 0.4684
- Qwk: 0.5628
- Mse: 0.4684
- Rmse: 0.6844

## Model description

More information needed

## Intended uses & limitations

More information needed

## Training and evaluation data

More information needed

## Training procedure

### Training hyperparameters

The following hyperparameters were used during training:
- learning_rate: 2e-05
- train_batch_size: 8
- eval_batch_size: 8
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 100

### Training results

| Training Loss | Epoch   | Step | Validation Loss | Qwk    | Mse    | Rmse   |
|:-------------:|:-------:|:----:|:---------------:|:------:|:------:|:------:|
| No log        | 0.0213  | 2    | 3.4526          | 0.0232 | 3.4526 | 1.8581 |
| No log        | 0.0426  | 4    | 2.5847          | 0.0474 | 2.5847 | 1.6077 |
| No log        | 0.0638  | 6    | 1.0363          | 0.1292 | 1.0363 | 1.0180 |
| No log        | 0.0851  | 8    | 0.6277          | 0.2594 | 0.6277 | 0.7923 |
| No log        | 0.1064  | 10   | 0.6526          | 0.2382 | 0.6526 | 0.8078 |
| No log        | 0.1277  | 12   | 0.6278          | 0.2191 | 0.6278 | 0.7924 |
| No log        | 0.1489  | 14   | 0.5955          | 0.2842 | 0.5955 | 0.7717 |
| No log        | 0.1702  | 16   | 0.5924          | 0.2817 | 0.5924 | 0.7696 |
| No log        | 0.1915  | 18   | 0.6787          | 0.2202 | 0.6787 | 0.8238 |
| No log        | 0.2128  | 20   | 0.6592          | 0.2605 | 0.6592 | 0.8119 |
| No log        | 0.2340  | 22   | 0.6607          | 0.2485 | 0.6607 | 0.8128 |
| No log        | 0.2553  | 24   | 0.5976          | 0.3110 | 0.5976 | 0.7731 |
| No log        | 0.2766  | 26   | 0.5816          | 0.3540 | 0.5816 | 0.7626 |
| No log        | 0.2979  | 28   | 0.5514          | 0.4292 | 0.5514 | 0.7425 |
| No log        | 0.3191  | 30   | 0.5944          | 0.4593 | 0.5944 | 0.7710 |
| No log        | 0.3404  | 32   | 0.6123          | 0.4738 | 0.6123 | 0.7825 |
| No log        | 0.3617  | 34   | 0.5846          | 0.4858 | 0.5846 | 0.7646 |
| No log        | 0.3830  | 36   | 0.5600          | 0.4350 | 0.5600 | 0.7483 |
| No log        | 0.4043  | 38   | 0.5780          | 0.3886 | 0.5780 | 0.7602 |
| No log        | 0.4255  | 40   | 0.6345          | 0.3205 | 0.6345 | 0.7966 |
| No log        | 0.4468  | 42   | 0.7145          | 0.2605 | 0.7145 | 0.8453 |
| No log        | 0.4681  | 44   | 0.6695          | 0.2891 | 0.6695 | 0.8182 |
| No log        | 0.4894  | 46   | 0.6315          | 0.3122 | 0.6315 | 0.7946 |
| No log        | 0.5106  | 48   | 0.6534          | 0.3003 | 0.6534 | 0.8083 |
| No log        | 0.5319  | 50   | 0.6061          | 0.3478 | 0.6061 | 0.7785 |
| No log        | 0.5532  | 52   | 0.6070          | 0.3589 | 0.6070 | 0.7791 |
| No log        | 0.5745  | 54   | 0.5636          | 0.4295 | 0.5636 | 0.7507 |
| No log        | 0.5957  | 56   | 0.5674          | 0.4151 | 0.5674 | 0.7533 |
| No log        | 0.6170  | 58   | 0.5535          | 0.3768 | 0.5535 | 0.7440 |
| No log        | 0.6383  | 60   | 0.5882          | 0.3457 | 0.5882 | 0.7670 |
| No log        | 0.6596  | 62   | 0.5332          | 0.3783 | 0.5332 | 0.7302 |
| No log        | 0.6809  | 64   | 0.4978          | 0.4667 | 0.4978 | 0.7056 |
| No log        | 0.7021  | 66   | 0.4986          | 0.4727 | 0.4986 | 0.7061 |
| No log        | 0.7234  | 68   | 0.5346          | 0.4870 | 0.5346 | 0.7311 |
| No log        | 0.7447  | 70   | 0.6376          | 0.4147 | 0.6376 | 0.7985 |
| No log        | 0.7660  | 72   | 0.7796          | 0.3301 | 0.7796 | 0.8829 |
| No log        | 0.7872  | 74   | 0.7357          | 0.4431 | 0.7357 | 0.8577 |
| No log        | 0.8085  | 76   | 0.6402          | 0.4732 | 0.6402 | 0.8001 |
| No log        | 0.8298  | 78   | 0.6295          | 0.4693 | 0.6295 | 0.7934 |
| No log        | 0.8511  | 80   | 0.6925          | 0.4713 | 0.6925 | 0.8322 |
| No log        | 0.8723  | 82   | 0.6549          | 0.4580 | 0.6549 | 0.8093 |
| No log        | 0.8936  | 84   | 0.5772          | 0.5262 | 0.5772 | 0.7597 |
| No log        | 0.9149  | 86   | 0.5651          | 0.5220 | 0.5651 | 0.7518 |
| No log        | 0.9362  | 88   | 0.5914          | 0.5299 | 0.5914 | 0.7690 |
| No log        | 0.9574  | 90   | 0.5778          | 0.5175 | 0.5778 | 0.7601 |
| No log        | 0.9787  | 92   | 0.5535          | 0.5313 | 0.5535 | 0.7440 |
| No log        | 1.0     | 94   | 0.5272          | 0.5681 | 0.5272 | 0.7261 |
| No log        | 1.0213  | 96   | 0.4970          | 0.5409 | 0.4970 | 0.7050 |
| No log        | 1.0426  | 98   | 0.4852          | 0.5237 | 0.4852 | 0.6966 |
| No log        | 1.0638  | 100  | 0.5340          | 0.3582 | 0.5340 | 0.7307 |
| No log        | 1.0851  | 102  | 0.5929          | 0.2929 | 0.5929 | 0.7700 |
| No log        | 1.1064  | 104  | 0.5976          | 0.2946 | 0.5976 | 0.7731 |
| No log        | 1.1277  | 106  | 0.5446          | 0.4019 | 0.5446 | 0.7380 |
| No log        | 1.1489  | 108  | 0.4844          | 0.4077 | 0.4844 | 0.6960 |
| No log        | 1.1702  | 110  | 0.4300          | 0.5319 | 0.4300 | 0.6557 |
| No log        | 1.1915  | 112  | 0.4355          | 0.5640 | 0.4355 | 0.6599 |
| No log        | 1.2128  | 114  | 0.4384          | 0.4965 | 0.4384 | 0.6621 |
| No log        | 1.2340  | 116  | 0.4709          | 0.3771 | 0.4709 | 0.6863 |
| No log        | 1.2553  | 118  | 0.4857          | 0.3970 | 0.4857 | 0.6969 |
| No log        | 1.2766  | 120  | 0.5370          | 0.3932 | 0.5370 | 0.7328 |
| No log        | 1.2979  | 122  | 0.5255          | 0.4545 | 0.5255 | 0.7249 |
| No log        | 1.3191  | 124  | 0.5337          | 0.4606 | 0.5337 | 0.7306 |
| No log        | 1.3404  | 126  | 0.5006          | 0.5194 | 0.5006 | 0.7076 |
| No log        | 1.3617  | 128  | 0.4942          | 0.5736 | 0.4942 | 0.7030 |
| No log        | 1.3830  | 130  | 0.5414          | 0.4800 | 0.5414 | 0.7358 |
| No log        | 1.4043  | 132  | 0.5646          | 0.4425 | 0.5646 | 0.7514 |
| No log        | 1.4255  | 134  | 0.5796          | 0.3226 | 0.5796 | 0.7613 |
| No log        | 1.4468  | 136  | 0.5563          | 0.3841 | 0.5563 | 0.7459 |
| No log        | 1.4681  | 138  | 0.5138          | 0.4220 | 0.5138 | 0.7168 |
| No log        | 1.4894  | 140  | 0.4553          | 0.5006 | 0.4553 | 0.6747 |
| No log        | 1.5106  | 142  | 0.4534          | 0.5168 | 0.4534 | 0.6733 |
| No log        | 1.5319  | 144  | 0.5363          | 0.5586 | 0.5363 | 0.7324 |
| No log        | 1.5532  | 146  | 0.6381          | 0.5210 | 0.6381 | 0.7988 |
| No log        | 1.5745  | 148  | 0.6531          | 0.5272 | 0.6531 | 0.8082 |
| No log        | 1.5957  | 150  | 0.7218          | 0.4777 | 0.7218 | 0.8496 |
| No log        | 1.6170  | 152  | 0.7591          | 0.4635 | 0.7591 | 0.8713 |
| No log        | 1.6383  | 154  | 0.7659          | 0.4618 | 0.7659 | 0.8752 |
| No log        | 1.6596  | 156  | 0.5897          | 0.5500 | 0.5897 | 0.7679 |
| No log        | 1.6809  | 158  | 0.4926          | 0.5194 | 0.4926 | 0.7018 |
| No log        | 1.7021  | 160  | 0.5014          | 0.5251 | 0.5014 | 0.7081 |
| No log        | 1.7234  | 162  | 0.4874          | 0.5414 | 0.4874 | 0.6982 |
| No log        | 1.7447  | 164  | 0.5149          | 0.4514 | 0.5149 | 0.7175 |
| No log        | 1.7660  | 166  | 0.5565          | 0.4511 | 0.5565 | 0.7460 |
| No log        | 1.7872  | 168  | 0.5718          | 0.4461 | 0.5718 | 0.7562 |
| No log        | 1.8085  | 170  | 0.5121          | 0.4840 | 0.5121 | 0.7156 |
| No log        | 1.8298  | 172  | 0.4423          | 0.5243 | 0.4423 | 0.6651 |
| No log        | 1.8511  | 174  | 0.4600          | 0.5281 | 0.4600 | 0.6783 |
| No log        | 1.8723  | 176  | 0.5547          | 0.4928 | 0.5547 | 0.7448 |
| No log        | 1.8936  | 178  | 0.7627          | 0.3725 | 0.7627 | 0.8733 |
| No log        | 1.9149  | 180  | 0.7879          | 0.3763 | 0.7879 | 0.8876 |
| No log        | 1.9362  | 182  | 0.8064          | 0.4041 | 0.8064 | 0.8980 |
| No log        | 1.9574  | 184  | 0.7147          | 0.4890 | 0.7147 | 0.8454 |
| No log        | 1.9787  | 186  | 0.5466          | 0.5513 | 0.5466 | 0.7393 |
| No log        | 2.0     | 188  | 0.4469          | 0.5857 | 0.4469 | 0.6685 |
| No log        | 2.0213  | 190  | 0.4310          | 0.5673 | 0.4310 | 0.6565 |
| No log        | 2.0426  | 192  | 0.4364          | 0.5302 | 0.4364 | 0.6606 |
| No log        | 2.0638  | 194  | 0.4610          | 0.4893 | 0.4610 | 0.6790 |
| No log        | 2.0851  | 196  | 0.5352          | 0.4594 | 0.5352 | 0.7316 |
| No log        | 2.1064  | 198  | 0.7045          | 0.4589 | 0.7045 | 0.8393 |
| No log        | 2.1277  | 200  | 0.6068          | 0.4653 | 0.6068 | 0.7789 |
| No log        | 2.1489  | 202  | 0.4866          | 0.5413 | 0.4866 | 0.6975 |
| No log        | 2.1702  | 204  | 0.4562          | 0.5541 | 0.4562 | 0.6754 |
| No log        | 2.1915  | 206  | 0.4743          | 0.5493 | 0.4743 | 0.6887 |
| No log        | 2.2128  | 208  | 0.4902          | 0.5759 | 0.4902 | 0.7001 |
| No log        | 2.2340  | 210  | 0.4613          | 0.5871 | 0.4613 | 0.6792 |
| No log        | 2.2553  | 212  | 0.6519          | 0.5489 | 0.6519 | 0.8074 |
| No log        | 2.2766  | 214  | 0.8179          | 0.4354 | 0.8179 | 0.9044 |
| No log        | 2.2979  | 216  | 0.7768          | 0.4882 | 0.7768 | 0.8814 |
| No log        | 2.3191  | 218  | 0.6515          | 0.5912 | 0.6515 | 0.8072 |
| No log        | 2.3404  | 220  | 0.5920          | 0.6138 | 0.5920 | 0.7694 |
| No log        | 2.3617  | 222  | 0.5598          | 0.5909 | 0.5598 | 0.7482 |
| No log        | 2.3830  | 224  | 0.6170          | 0.5416 | 0.6170 | 0.7855 |
| No log        | 2.4043  | 226  | 0.6112          | 0.4412 | 0.6112 | 0.7818 |
| No log        | 2.4255  | 228  | 0.5428          | 0.4202 | 0.5428 | 0.7367 |
| No log        | 2.4468  | 230  | 0.4809          | 0.4853 | 0.4809 | 0.6935 |
| No log        | 2.4681  | 232  | 0.4502          | 0.5215 | 0.4502 | 0.6709 |
| No log        | 2.4894  | 234  | 0.4492          | 0.5632 | 0.4492 | 0.6702 |
| No log        | 2.5106  | 236  | 0.4533          | 0.5361 | 0.4533 | 0.6733 |
| No log        | 2.5319  | 238  | 0.4558          | 0.5464 | 0.4558 | 0.6751 |
| No log        | 2.5532  | 240  | 0.6812          | 0.4101 | 0.6812 | 0.8253 |
| No log        | 2.5745  | 242  | 0.8476          | 0.3577 | 0.8476 | 0.9206 |
| No log        | 2.5957  | 244  | 0.8265          | 0.3891 | 0.8265 | 0.9091 |
| No log        | 2.6170  | 246  | 0.6213          | 0.5069 | 0.6213 | 0.7882 |
| No log        | 2.6383  | 248  | 0.4678          | 0.5521 | 0.4678 | 0.6839 |
| No log        | 2.6596  | 250  | 0.4589          | 0.5932 | 0.4589 | 0.6774 |
| No log        | 2.6809  | 252  | 0.5031          | 0.5740 | 0.5031 | 0.7093 |
| No log        | 2.7021  | 254  | 0.6701          | 0.4732 | 0.6701 | 0.8186 |
| No log        | 2.7234  | 256  | 0.8002          | 0.4573 | 0.8002 | 0.8945 |
| No log        | 2.7447  | 258  | 0.7441          | 0.4814 | 0.7441 | 0.8626 |
| No log        | 2.7660  | 260  | 0.5712          | 0.5601 | 0.5712 | 0.7558 |
| No log        | 2.7872  | 262  | 0.5477          | 0.5792 | 0.5477 | 0.7401 |
| No log        | 2.8085  | 264  | 0.6035          | 0.5409 | 0.6035 | 0.7768 |
| No log        | 2.8298  | 266  | 0.7726          | 0.4256 | 0.7726 | 0.8790 |
| No log        | 2.8511  | 268  | 0.8900          | 0.4245 | 0.8900 | 0.9434 |
| No log        | 2.8723  | 270  | 0.8560          | 0.4228 | 0.8560 | 0.9252 |
| No log        | 2.8936  | 272  | 0.6815          | 0.4351 | 0.6815 | 0.8255 |
| No log        | 2.9149  | 274  | 0.4930          | 0.5218 | 0.4930 | 0.7022 |
| No log        | 2.9362  | 276  | 0.4430          | 0.5266 | 0.4430 | 0.6656 |
| No log        | 2.9574  | 278  | 0.4417          | 0.5466 | 0.4417 | 0.6646 |
| No log        | 2.9787  | 280  | 0.4399          | 0.5276 | 0.4399 | 0.6633 |
| No log        | 3.0     | 282  | 0.4453          | 0.5024 | 0.4453 | 0.6673 |
| No log        | 3.0213  | 284  | 0.4738          | 0.4420 | 0.4738 | 0.6884 |
| No log        | 3.0426  | 286  | 0.4874          | 0.4407 | 0.4874 | 0.6981 |
| No log        | 3.0638  | 288  | 0.4961          | 0.4893 | 0.4961 | 0.7043 |
| No log        | 3.0851  | 290  | 0.4637          | 0.5525 | 0.4637 | 0.6809 |
| No log        | 3.1064  | 292  | 0.4546          | 0.5788 | 0.4546 | 0.6742 |
| No log        | 3.1277  | 294  | 0.4600          | 0.6195 | 0.4600 | 0.6782 |
| No log        | 3.1489  | 296  | 0.5311          | 0.6201 | 0.5311 | 0.7288 |
| No log        | 3.1702  | 298  | 0.7221          | 0.4853 | 0.7221 | 0.8497 |
| No log        | 3.1915  | 300  | 0.8401          | 0.3957 | 0.8401 | 0.9165 |
| No log        | 3.2128  | 302  | 0.7627          | 0.4143 | 0.7627 | 0.8733 |
| No log        | 3.2340  | 304  | 0.6191          | 0.5564 | 0.6191 | 0.7868 |
| No log        | 3.2553  | 306  | 0.4787          | 0.5730 | 0.4787 | 0.6919 |
| No log        | 3.2766  | 308  | 0.4616          | 0.5809 | 0.4616 | 0.6794 |
| No log        | 3.2979  | 310  | 0.4621          | 0.5903 | 0.4621 | 0.6798 |
| No log        | 3.3191  | 312  | 0.4926          | 0.5507 | 0.4926 | 0.7019 |
| No log        | 3.3404  | 314  | 0.6621          | 0.4277 | 0.6621 | 0.8137 |
| No log        | 3.3617  | 316  | 0.7633          | 0.4397 | 0.7633 | 0.8737 |
| No log        | 3.3830  | 318  | 0.7237          | 0.4458 | 0.7237 | 0.8507 |
| No log        | 3.4043  | 320  | 0.5310          | 0.5282 | 0.5310 | 0.7287 |
| No log        | 3.4255  | 322  | 0.4891          | 0.5612 | 0.4891 | 0.6993 |
| No log        | 3.4468  | 324  | 0.4999          | 0.5802 | 0.4999 | 0.7071 |
| No log        | 3.4681  | 326  | 0.4969          | 0.5844 | 0.4969 | 0.7049 |
| No log        | 3.4894  | 328  | 0.6033          | 0.5116 | 0.6033 | 0.7767 |
| No log        | 3.5106  | 330  | 0.6015          | 0.5191 | 0.6015 | 0.7756 |
| No log        | 3.5319  | 332  | 0.6478          | 0.4842 | 0.6478 | 0.8048 |
| No log        | 3.5532  | 334  | 0.7473          | 0.4734 | 0.7473 | 0.8645 |
| No log        | 3.5745  | 336  | 0.6505          | 0.5095 | 0.6505 | 0.8065 |
| No log        | 3.5957  | 338  | 0.4917          | 0.6033 | 0.4917 | 0.7012 |
| No log        | 3.6170  | 340  | 0.4397          | 0.6405 | 0.4397 | 0.6631 |
| No log        | 3.6383  | 342  | 0.5104          | 0.6129 | 0.5104 | 0.7144 |
| No log        | 3.6596  | 344  | 0.4538          | 0.5835 | 0.4538 | 0.6737 |
| No log        | 3.6809  | 346  | 0.4074          | 0.5997 | 0.4074 | 0.6383 |
| No log        | 3.7021  | 348  | 0.4855          | 0.5143 | 0.4855 | 0.6968 |
| No log        | 3.7234  | 350  | 0.4950          | 0.5060 | 0.4950 | 0.7035 |
| No log        | 3.7447  | 352  | 0.4372          | 0.5271 | 0.4372 | 0.6612 |
| No log        | 3.7660  | 354  | 0.4101          | 0.5182 | 0.4101 | 0.6404 |
| No log        | 3.7872  | 356  | 0.3960          | 0.5802 | 0.3960 | 0.6293 |
| No log        | 3.8085  | 358  | 0.4032          | 0.6059 | 0.4032 | 0.6350 |
| No log        | 3.8298  | 360  | 0.4523          | 0.6038 | 0.4523 | 0.6726 |
| No log        | 3.8511  | 362  | 0.5322          | 0.5951 | 0.5322 | 0.7295 |
| No log        | 3.8723  | 364  | 0.6079          | 0.5672 | 0.6079 | 0.7797 |
| No log        | 3.8936  | 366  | 0.6190          | 0.5762 | 0.6190 | 0.7868 |
| No log        | 3.9149  | 368  | 0.5545          | 0.6175 | 0.5545 | 0.7447 |
| No log        | 3.9362  | 370  | 0.5033          | 0.6617 | 0.5033 | 0.7094 |
| No log        | 3.9574  | 372  | 0.4865          | 0.6634 | 0.4865 | 0.6975 |
| No log        | 3.9787  | 374  | 0.4616          | 0.6412 | 0.4616 | 0.6794 |
| No log        | 4.0     | 376  | 0.5284          | 0.5719 | 0.5284 | 0.7269 |
| No log        | 4.0213  | 378  | 0.7054          | 0.4617 | 0.7054 | 0.8399 |
| No log        | 4.0426  | 380  | 0.6816          | 0.4370 | 0.6816 | 0.8256 |
| No log        | 4.0638  | 382  | 0.5327          | 0.5138 | 0.5327 | 0.7299 |
| No log        | 4.0851  | 384  | 0.4413          | 0.5098 | 0.4413 | 0.6643 |
| No log        | 4.1064  | 386  | 0.4464          | 0.5086 | 0.4464 | 0.6681 |
| No log        | 4.1277  | 388  | 0.4877          | 0.4920 | 0.4877 | 0.6983 |
| No log        | 4.1489  | 390  | 0.5479          | 0.5419 | 0.5479 | 0.7402 |
| No log        | 4.1702  | 392  | 0.6256          | 0.5148 | 0.6256 | 0.7909 |
| No log        | 4.1915  | 394  | 0.5829          | 0.5473 | 0.5829 | 0.7634 |
| No log        | 4.2128  | 396  | 0.5039          | 0.5908 | 0.5039 | 0.7098 |
| No log        | 4.2340  | 398  | 0.4430          | 0.6244 | 0.4430 | 0.6656 |
| No log        | 4.2553  | 400  | 0.4384          | 0.5893 | 0.4384 | 0.6621 |
| No log        | 4.2766  | 402  | 0.4798          | 0.6282 | 0.4798 | 0.6926 |
| No log        | 4.2979  | 404  | 0.6080          | 0.5619 | 0.6080 | 0.7797 |
| No log        | 4.3191  | 406  | 0.8779          | 0.4757 | 0.8779 | 0.9370 |
| No log        | 4.3404  | 408  | 0.9805          | 0.4170 | 0.9805 | 0.9902 |
| No log        | 4.3617  | 410  | 0.8192          | 0.4772 | 0.8192 | 0.9051 |
| No log        | 4.3830  | 412  | 0.5234          | 0.5765 | 0.5234 | 0.7235 |
| No log        | 4.4043  | 414  | 0.4243          | 0.5705 | 0.4243 | 0.6514 |
| No log        | 4.4255  | 416  | 0.4023          | 0.5820 | 0.4023 | 0.6342 |
| No log        | 4.4468  | 418  | 0.4303          | 0.5805 | 0.4303 | 0.6560 |
| No log        | 4.4681  | 420  | 0.6369          | 0.4752 | 0.6369 | 0.7980 |
| No log        | 4.4894  | 422  | 0.8783          | 0.4269 | 0.8783 | 0.9372 |
| No log        | 4.5106  | 424  | 0.8713          | 0.4405 | 0.8713 | 0.9334 |
| No log        | 4.5319  | 426  | 0.6701          | 0.5026 | 0.6701 | 0.8186 |
| No log        | 4.5532  | 428  | 0.4708          | 0.5517 | 0.4708 | 0.6862 |
| No log        | 4.5745  | 430  | 0.4308          | 0.5828 | 0.4308 | 0.6564 |
| No log        | 4.5957  | 432  | 0.4775          | 0.5594 | 0.4775 | 0.6910 |
| No log        | 4.6170  | 434  | 0.4384          | 0.5267 | 0.4384 | 0.6621 |
| No log        | 4.6383  | 436  | 0.4269          | 0.5607 | 0.4269 | 0.6534 |
| No log        | 4.6596  | 438  | 0.6101          | 0.5244 | 0.6101 | 0.7811 |
| No log        | 4.6809  | 440  | 0.7866          | 0.4184 | 0.7866 | 0.8869 |
| No log        | 4.7021  | 442  | 0.7681          | 0.3493 | 0.7681 | 0.8764 |
| No log        | 4.7234  | 444  | 0.6368          | 0.4070 | 0.6368 | 0.7980 |
| No log        | 4.7447  | 446  | 0.4926          | 0.5065 | 0.4926 | 0.7018 |
| No log        | 4.7660  | 448  | 0.4014          | 0.5672 | 0.4014 | 0.6336 |
| No log        | 4.7872  | 450  | 0.3868          | 0.5531 | 0.3868 | 0.6219 |
| No log        | 4.8085  | 452  | 0.3940          | 0.5531 | 0.3940 | 0.6277 |
| No log        | 4.8298  | 454  | 0.4808          | 0.5637 | 0.4808 | 0.6934 |
| No log        | 4.8511  | 456  | 0.5819          | 0.5118 | 0.5819 | 0.7628 |
| No log        | 4.8723  | 458  | 0.5335          | 0.5743 | 0.5335 | 0.7304 |
| No log        | 4.8936  | 460  | 0.4318          | 0.5934 | 0.4318 | 0.6571 |
| No log        | 4.9149  | 462  | 0.4209          | 0.6107 | 0.4209 | 0.6487 |
| No log        | 4.9362  | 464  | 0.4238          | 0.6053 | 0.4238 | 0.6510 |
| No log        | 4.9574  | 466  | 0.4825          | 0.6338 | 0.4825 | 0.6946 |
| No log        | 4.9787  | 468  | 0.7147          | 0.5078 | 0.7147 | 0.8454 |
| No log        | 5.0     | 470  | 0.8438          | 0.4504 | 0.8438 | 0.9186 |
| No log        | 5.0213  | 472  | 0.8153          | 0.4586 | 0.8153 | 0.9029 |
| No log        | 5.0426  | 474  | 0.6678          | 0.5154 | 0.6678 | 0.8172 |
| No log        | 5.0638  | 476  | 0.4949          | 0.5737 | 0.4949 | 0.7035 |
| No log        | 5.0851  | 478  | 0.4538          | 0.5781 | 0.4538 | 0.6736 |
| No log        | 5.1064  | 480  | 0.4416          | 0.5986 | 0.4416 | 0.6645 |
| No log        | 5.1277  | 482  | 0.4435          | 0.5829 | 0.4435 | 0.6659 |
| No log        | 5.1489  | 484  | 0.5627          | 0.5130 | 0.5627 | 0.7501 |
| No log        | 5.1702  | 486  | 0.7289          | 0.4602 | 0.7289 | 0.8538 |
| No log        | 5.1915  | 488  | 0.7818          | 0.4394 | 0.7818 | 0.8842 |
| No log        | 5.2128  | 490  | 0.6997          | 0.4367 | 0.6997 | 0.8365 |
| No log        | 5.2340  | 492  | 0.5553          | 0.5007 | 0.5553 | 0.7452 |
| No log        | 5.2553  | 494  | 0.4500          | 0.5215 | 0.4500 | 0.6708 |
| No log        | 5.2766  | 496  | 0.4277          | 0.5318 | 0.4277 | 0.6540 |
| No log        | 5.2979  | 498  | 0.4508          | 0.5637 | 0.4508 | 0.6714 |
| 0.4402        | 5.3191  | 500  | 0.5314          | 0.5257 | 0.5314 | 0.7290 |
| 0.4402        | 5.3404  | 502  | 0.5530          | 0.5709 | 0.5530 | 0.7436 |
| 0.4402        | 5.3617  | 504  | 0.5710          | 0.6039 | 0.5710 | 0.7556 |
| 0.4402        | 5.3830  | 506  | 0.6303          | 0.5860 | 0.6303 | 0.7939 |
| 0.4402        | 5.4043  | 508  | 0.6283          | 0.5707 | 0.6283 | 0.7927 |
| 0.4402        | 5.4255  | 510  | 0.5794          | 0.5932 | 0.5794 | 0.7612 |
| 0.4402        | 5.4468  | 512  | 0.5406          | 0.6033 | 0.5406 | 0.7352 |
| 0.4402        | 5.4681  | 514  | 0.5430          | 0.5901 | 0.5430 | 0.7369 |
| 0.4402        | 5.4894  | 516  | 0.6130          | 0.5576 | 0.6130 | 0.7830 |
| 0.4402        | 5.5106  | 518  | 0.6070          | 0.5518 | 0.6070 | 0.7791 |
| 0.4402        | 5.5319  | 520  | 0.7176          | 0.5103 | 0.7176 | 0.8471 |
| 0.4402        | 5.5532  | 522  | 0.6931          | 0.5012 | 0.6931 | 0.8325 |
| 0.4402        | 5.5745  | 524  | 0.5487          | 0.5424 | 0.5487 | 0.7407 |
| 0.4402        | 5.5957  | 526  | 0.4567          | 0.5435 | 0.4567 | 0.6758 |
| 0.4402        | 5.6170  | 528  | 0.4726          | 0.5204 | 0.4726 | 0.6875 |
| 0.4402        | 5.6383  | 530  | 0.4855          | 0.5201 | 0.4855 | 0.6968 |
| 0.4402        | 5.6596  | 532  | 0.5021          | 0.5320 | 0.5021 | 0.7086 |
| 0.4402        | 5.6809  | 534  | 0.4771          | 0.5489 | 0.4771 | 0.6907 |
| 0.4402        | 5.7021  | 536  | 0.4682          | 0.5806 | 0.4682 | 0.6843 |
| 0.4402        | 5.7234  | 538  | 0.4844          | 0.5954 | 0.4844 | 0.6960 |
| 0.4402        | 5.7447  | 540  | 0.5509          | 0.5795 | 0.5509 | 0.7422 |
| 0.4402        | 5.7660  | 542  | 0.5836          | 0.5748 | 0.5836 | 0.7639 |
| 0.4402        | 5.7872  | 544  | 0.6705          | 0.5374 | 0.6705 | 0.8188 |
| 0.4402        | 5.8085  | 546  | 0.7308          | 0.5101 | 0.7308 | 0.8549 |
| 0.4402        | 5.8298  | 548  | 0.6089          | 0.5354 | 0.6089 | 0.7803 |
| 0.4402        | 5.8511  | 550  | 0.4585          | 0.6003 | 0.4585 | 0.6771 |
| 0.4402        | 5.8723  | 552  | 0.4450          | 0.5825 | 0.4450 | 0.6671 |
| 0.4402        | 5.8936  | 554  | 0.4548          | 0.5876 | 0.4548 | 0.6744 |
| 0.4402        | 5.9149  | 556  | 0.4618          | 0.5884 | 0.4618 | 0.6795 |
| 0.4402        | 5.9362  | 558  | 0.4673          | 0.5898 | 0.4673 | 0.6836 |
| 0.4402        | 5.9574  | 560  | 0.4856          | 0.5840 | 0.4856 | 0.6969 |
| 0.4402        | 5.9787  | 562  | 0.5432          | 0.5892 | 0.5432 | 0.7370 |
| 0.4402        | 6.0     | 564  | 0.6044          | 0.5956 | 0.6044 | 0.7774 |
| 0.4402        | 6.0213  | 566  | 0.7294          | 0.5230 | 0.7294 | 0.8541 |
| 0.4402        | 6.0426  | 568  | 0.6378          | 0.5710 | 0.6378 | 0.7986 |
| 0.4402        | 6.0638  | 570  | 0.6031          | 0.5852 | 0.6031 | 0.7766 |
| 0.4402        | 6.0851  | 572  | 0.4769          | 0.6081 | 0.4769 | 0.6906 |
| 0.4402        | 6.1064  | 574  | 0.4419          | 0.6182 | 0.4419 | 0.6648 |
| 0.4402        | 6.1277  | 576  | 0.4405          | 0.6134 | 0.4405 | 0.6637 |
| 0.4402        | 6.1489  | 578  | 0.5125          | 0.6195 | 0.5125 | 0.7159 |
| 0.4402        | 6.1702  | 580  | 0.4727          | 0.6106 | 0.4727 | 0.6875 |
| 0.4402        | 6.1915  | 582  | 0.4274          | 0.6125 | 0.4274 | 0.6537 |
| 0.4402        | 6.2128  | 584  | 0.5026          | 0.6086 | 0.5026 | 0.7090 |
| 0.4402        | 6.2340  | 586  | 0.5671          | 0.5563 | 0.5671 | 0.7530 |
| 0.4402        | 6.2553  | 588  | 0.5278          | 0.5800 | 0.5278 | 0.7265 |
| 0.4402        | 6.2766  | 590  | 0.4501          | 0.6157 | 0.4501 | 0.6709 |
| 0.4402        | 6.2979  | 592  | 0.4122          | 0.6481 | 0.4122 | 0.6420 |
| 0.4402        | 6.3191  | 594  | 0.4184          | 0.6579 | 0.4184 | 0.6468 |
| 0.4402        | 6.3404  | 596  | 0.4323          | 0.6433 | 0.4323 | 0.6575 |
| 0.4402        | 6.3617  | 598  | 0.4527          | 0.6358 | 0.4527 | 0.6728 |
| 0.4402        | 6.3830  | 600  | 0.5514          | 0.6144 | 0.5514 | 0.7425 |
| 0.4402        | 6.4043  | 602  | 0.5380          | 0.5934 | 0.5380 | 0.7335 |
| 0.4402        | 6.4255  | 604  | 0.4467          | 0.5913 | 0.4467 | 0.6684 |
| 0.4402        | 6.4468  | 606  | 0.4022          | 0.5963 | 0.4022 | 0.6342 |
| 0.4402        | 6.4681  | 608  | 0.4262          | 0.5939 | 0.4262 | 0.6528 |
| 0.4402        | 6.4894  | 610  | 0.5106          | 0.5824 | 0.5106 | 0.7145 |
| 0.4402        | 6.5106  | 612  | 0.5076          | 0.6099 | 0.5076 | 0.7125 |
| 0.4402        | 6.5319  | 614  | 0.5231          | 0.6235 | 0.5231 | 0.7232 |
| 0.4402        | 6.5532  | 616  | 0.5407          | 0.6353 | 0.5407 | 0.7353 |
| 0.4402        | 6.5745  | 618  | 0.5100          | 0.5974 | 0.5100 | 0.7141 |
| 0.4402        | 6.5957  | 620  | 0.4905          | 0.5838 | 0.4905 | 0.7003 |
| 0.4402        | 6.6170  | 622  | 0.5667          | 0.5894 | 0.5667 | 0.7528 |
| 0.4402        | 6.6383  | 624  | 0.6786          | 0.5048 | 0.6786 | 0.8238 |
| 0.4402        | 6.6596  | 626  | 0.8218          | 0.4646 | 0.8218 | 0.9065 |
| 0.4402        | 6.6809  | 628  | 0.7795          | 0.4675 | 0.7795 | 0.8829 |
| 0.4402        | 6.7021  | 630  | 0.7263          | 0.4772 | 0.7263 | 0.8522 |
| 0.4402        | 6.7234  | 632  | 0.5880          | 0.5319 | 0.5880 | 0.7668 |
| 0.4402        | 6.7447  | 634  | 0.4783          | 0.5467 | 0.4783 | 0.6916 |
| 0.4402        | 6.7660  | 636  | 0.4452          | 0.5725 | 0.4452 | 0.6672 |
| 0.4402        | 6.7872  | 638  | 0.5046          | 0.5481 | 0.5046 | 0.7104 |
| 0.4402        | 6.8085  | 640  | 0.6583          | 0.5195 | 0.6583 | 0.8114 |
| 0.4402        | 6.8298  | 642  | 0.7906          | 0.4544 | 0.7906 | 0.8892 |
| 0.4402        | 6.8511  | 644  | 0.7493          | 0.4743 | 0.7493 | 0.8656 |
| 0.4402        | 6.8723  | 646  | 0.6186          | 0.5489 | 0.6186 | 0.7865 |
| 0.4402        | 6.8936  | 648  | 0.4977          | 0.5877 | 0.4977 | 0.7055 |
| 0.4402        | 6.9149  | 650  | 0.4545          | 0.5971 | 0.4545 | 0.6741 |
| 0.4402        | 6.9362  | 652  | 0.4540          | 0.5888 | 0.4540 | 0.6738 |
| 0.4402        | 6.9574  | 654  | 0.5151          | 0.5457 | 0.5151 | 0.7177 |
| 0.4402        | 6.9787  | 656  | 0.6449          | 0.4792 | 0.6449 | 0.8031 |
| 0.4402        | 7.0     | 658  | 0.7760          | 0.4594 | 0.7760 | 0.8809 |
| 0.4402        | 7.0213  | 660  | 0.7492          | 0.4664 | 0.7492 | 0.8655 |
| 0.4402        | 7.0426  | 662  | 0.5932          | 0.5335 | 0.5932 | 0.7702 |
| 0.4402        | 7.0638  | 664  | 0.5307          | 0.5602 | 0.5307 | 0.7285 |
| 0.4402        | 7.0851  | 666  | 0.6106          | 0.5579 | 0.6106 | 0.7814 |
| 0.4402        | 7.1064  | 668  | 0.7034          | 0.5510 | 0.7034 | 0.8387 |
| 0.4402        | 7.1277  | 670  | 0.7255          | 0.5401 | 0.7255 | 0.8517 |
| 0.4402        | 7.1489  | 672  | 0.5623          | 0.5665 | 0.5623 | 0.7499 |
| 0.4402        | 7.1702  | 674  | 0.4562          | 0.6516 | 0.4562 | 0.6754 |
| 0.4402        | 7.1915  | 676  | 0.4465          | 0.6154 | 0.4465 | 0.6682 |
| 0.4402        | 7.2128  | 678  | 0.5246          | 0.5244 | 0.5246 | 0.7243 |
| 0.4402        | 7.2340  | 680  | 0.6788          | 0.4973 | 0.6788 | 0.8239 |
| 0.4402        | 7.2553  | 682  | 0.6782          | 0.4938 | 0.6782 | 0.8236 |
| 0.4402        | 7.2766  | 684  | 0.5439          | 0.5324 | 0.5439 | 0.7375 |
| 0.4402        | 7.2979  | 686  | 0.4196          | 0.5860 | 0.4196 | 0.6478 |
| 0.4402        | 7.3191  | 688  | 0.4031          | 0.6030 | 0.4031 | 0.6349 |
| 0.4402        | 7.3404  | 690  | 0.4213          | 0.6224 | 0.4213 | 0.6491 |
| 0.4402        | 7.3617  | 692  | 0.4635          | 0.5798 | 0.4635 | 0.6808 |
| 0.4402        | 7.3830  | 694  | 0.5289          | 0.5394 | 0.5289 | 0.7272 |
| 0.4402        | 7.4043  | 696  | 0.5444          | 0.5523 | 0.5444 | 0.7378 |
| 0.4402        | 7.4255  | 698  | 0.5956          | 0.5591 | 0.5956 | 0.7718 |
| 0.4402        | 7.4468  | 700  | 0.5326          | 0.5559 | 0.5326 | 0.7298 |
| 0.4402        | 7.4681  | 702  | 0.5569          | 0.5679 | 0.5569 | 0.7463 |
| 0.4402        | 7.4894  | 704  | 0.5244          | 0.5763 | 0.5244 | 0.7242 |
| 0.4402        | 7.5106  | 706  | 0.4865          | 0.5874 | 0.4865 | 0.6975 |
| 0.4402        | 7.5319  | 708  | 0.4275          | 0.6278 | 0.4275 | 0.6538 |
| 0.4402        | 7.5532  | 710  | 0.4146          | 0.6361 | 0.4146 | 0.6439 |
| 0.4402        | 7.5745  | 712  | 0.4554          | 0.5908 | 0.4554 | 0.6748 |
| 0.4402        | 7.5957  | 714  | 0.5663          | 0.5422 | 0.5663 | 0.7526 |
| 0.4402        | 7.6170  | 716  | 0.6764          | 0.5177 | 0.6764 | 0.8225 |
| 0.4402        | 7.6383  | 718  | 0.6020          | 0.5446 | 0.6020 | 0.7759 |
| 0.4402        | 7.6596  | 720  | 0.5300          | 0.5330 | 0.5300 | 0.7280 |
| 0.4402        | 7.6809  | 722  | 0.4651          | 0.5490 | 0.4651 | 0.6820 |
| 0.4402        | 7.7021  | 724  | 0.4021          | 0.5669 | 0.4021 | 0.6341 |
| 0.4402        | 7.7234  | 726  | 0.4002          | 0.6023 | 0.4002 | 0.6326 |
| 0.4402        | 7.7447  | 728  | 0.4654          | 0.5674 | 0.4654 | 0.6822 |
| 0.4402        | 7.7660  | 730  | 0.6458          | 0.5577 | 0.6458 | 0.8036 |
| 0.4402        | 7.7872  | 732  | 0.7354          | 0.5416 | 0.7354 | 0.8576 |
| 0.4402        | 7.8085  | 734  | 0.7329          | 0.5472 | 0.7329 | 0.8561 |
| 0.4402        | 7.8298  | 736  | 0.5352          | 0.5843 | 0.5352 | 0.7316 |
| 0.4402        | 7.8511  | 738  | 0.4342          | 0.6139 | 0.4342 | 0.6589 |
| 0.4402        | 7.8723  | 740  | 0.4580          | 0.6106 | 0.4580 | 0.6767 |
| 0.4402        | 7.8936  | 742  | 0.5550          | 0.5974 | 0.5550 | 0.7450 |
| 0.4402        | 7.9149  | 744  | 0.7089          | 0.5537 | 0.7089 | 0.8420 |
| 0.4402        | 7.9362  | 746  | 0.8006          | 0.5147 | 0.8006 | 0.8948 |
| 0.4402        | 7.9574  | 748  | 0.7012          | 0.5355 | 0.7012 | 0.8374 |
| 0.4402        | 7.9787  | 750  | 0.5466          | 0.5908 | 0.5466 | 0.7393 |
| 0.4402        | 8.0     | 752  | 0.4704          | 0.5887 | 0.4704 | 0.6859 |
| 0.4402        | 8.0213  | 754  | 0.4814          | 0.5708 | 0.4814 | 0.6938 |
| 0.4402        | 8.0426  | 756  | 0.5221          | 0.5563 | 0.5221 | 0.7226 |
| 0.4402        | 8.0638  | 758  | 0.4868          | 0.5579 | 0.4868 | 0.6977 |
| 0.4402        | 8.0851  | 760  | 0.4513          | 0.6194 | 0.4513 | 0.6718 |
| 0.4402        | 8.1064  | 762  | 0.5033          | 0.5806 | 0.5033 | 0.7094 |
| 0.4402        | 8.1277  | 764  | 0.6365          | 0.5191 | 0.6365 | 0.7978 |
| 0.4402        | 8.1489  | 766  | 0.6766          | 0.5379 | 0.6766 | 0.8226 |
| 0.4402        | 8.1702  | 768  | 0.5978          | 0.5607 | 0.5978 | 0.7732 |
| 0.4402        | 8.1915  | 770  | 0.5223          | 0.6006 | 0.5223 | 0.7227 |
| 0.4402        | 8.2128  | 772  | 0.5313          | 0.5920 | 0.5313 | 0.7289 |
| 0.4402        | 8.2340  | 774  | 0.6068          | 0.5703 | 0.6068 | 0.7790 |
| 0.4402        | 8.2553  | 776  | 0.5520          | 0.5659 | 0.5520 | 0.7430 |
| 0.4402        | 8.2766  | 778  | 0.5526          | 0.5797 | 0.5526 | 0.7434 |
| 0.4402        | 8.2979  | 780  | 0.5685          | 0.5799 | 0.5685 | 0.7540 |
| 0.4402        | 8.3191  | 782  | 0.6417          | 0.5426 | 0.6417 | 0.8010 |
| 0.4402        | 8.3404  | 784  | 0.7893          | 0.5063 | 0.7893 | 0.8884 |
| 0.4402        | 8.3617  | 786  | 0.8075          | 0.4879 | 0.8075 | 0.8986 |
| 0.4402        | 8.3830  | 788  | 0.6980          | 0.5353 | 0.6980 | 0.8355 |
| 0.4402        | 8.4043  | 790  | 0.5059          | 0.5473 | 0.5059 | 0.7113 |
| 0.4402        | 8.4255  | 792  | 0.4354          | 0.5543 | 0.4354 | 0.6599 |
| 0.4402        | 8.4468  | 794  | 0.4356          | 0.5271 | 0.4356 | 0.6600 |
| 0.4402        | 8.4681  | 796  | 0.4525          | 0.5387 | 0.4525 | 0.6727 |
| 0.4402        | 8.4894  | 798  | 0.5282          | 0.5102 | 0.5282 | 0.7268 |
| 0.4402        | 8.5106  | 800  | 0.6946          | 0.4652 | 0.6946 | 0.8334 |
| 0.4402        | 8.5319  | 802  | 0.7039          | 0.4974 | 0.7039 | 0.8390 |
| 0.4402        | 8.5532  | 804  | 0.5716          | 0.5467 | 0.5716 | 0.7561 |
| 0.4402        | 8.5745  | 806  | 0.4948          | 0.6248 | 0.4948 | 0.7034 |
| 0.4402        | 8.5957  | 808  | 0.5159          | 0.6358 | 0.5159 | 0.7183 |
| 0.4402        | 8.6170  | 810  | 0.5656          | 0.5973 | 0.5656 | 0.7521 |
| 0.4402        | 8.6383  | 812  | 0.5609          | 0.5963 | 0.5609 | 0.7489 |
| 0.4402        | 8.6596  | 814  | 0.6025          | 0.5716 | 0.6025 | 0.7762 |
| 0.4402        | 8.6809  | 816  | 0.6675          | 0.5409 | 0.6675 | 0.8170 |
| 0.4402        | 8.7021  | 818  | 0.6718          | 0.5170 | 0.6718 | 0.8196 |
| 0.4402        | 8.7234  | 820  | 0.5828          | 0.5591 | 0.5828 | 0.7634 |
| 0.4402        | 8.7447  | 822  | 0.5345          | 0.5847 | 0.5345 | 0.7311 |
| 0.4402        | 8.7660  | 824  | 0.4530          | 0.6308 | 0.4530 | 0.6731 |
| 0.4402        | 8.7872  | 826  | 0.3837          | 0.6056 | 0.3837 | 0.6194 |
| 0.4402        | 8.8085  | 828  | 0.3804          | 0.6122 | 0.3804 | 0.6167 |
| 0.4402        | 8.8298  | 830  | 0.4130          | 0.5951 | 0.4130 | 0.6427 |
| 0.4402        | 8.8511  | 832  | 0.5233          | 0.5647 | 0.5233 | 0.7234 |
| 0.4402        | 8.8723  | 834  | 0.6722          | 0.5188 | 0.6722 | 0.8199 |
| 0.4402        | 8.8936  | 836  | 0.7026          | 0.5043 | 0.7026 | 0.8382 |
| 0.4402        | 8.9149  | 838  | 0.6313          | 0.5369 | 0.6313 | 0.7946 |
| 0.4402        | 8.9362  | 840  | 0.5887          | 0.5716 | 0.5887 | 0.7672 |
| 0.4402        | 8.9574  | 842  | 0.5764          | 0.5875 | 0.5764 | 0.7592 |
| 0.4402        | 8.9787  | 844  | 0.5492          | 0.6047 | 0.5492 | 0.7411 |
| 0.4402        | 9.0     | 846  | 0.5217          | 0.6139 | 0.5217 | 0.7223 |
| 0.4402        | 9.0213  | 848  | 0.5843          | 0.5960 | 0.5843 | 0.7644 |
| 0.4402        | 9.0426  | 850  | 0.6195          | 0.5544 | 0.6195 | 0.7871 |
| 0.4402        | 9.0638  | 852  | 0.5868          | 0.5734 | 0.5868 | 0.7660 |
| 0.4402        | 9.0851  | 854  | 0.5043          | 0.5836 | 0.5043 | 0.7102 |
| 0.4402        | 9.1064  | 856  | 0.4690          | 0.5943 | 0.4690 | 0.6848 |
| 0.4402        | 9.1277  | 858  | 0.4616          | 0.5790 | 0.4616 | 0.6794 |
| 0.4402        | 9.1489  | 860  | 0.4784          | 0.5731 | 0.4784 | 0.6917 |
| 0.4402        | 9.1702  | 862  | 0.5467          | 0.5535 | 0.5467 | 0.7394 |
| 0.4402        | 9.1915  | 864  | 0.6816          | 0.5068 | 0.6816 | 0.8256 |
| 0.4402        | 9.2128  | 866  | 0.6694          | 0.5072 | 0.6694 | 0.8182 |
| 0.4402        | 9.2340  | 868  | 0.5139          | 0.5911 | 0.5139 | 0.7169 |
| 0.4402        | 9.2553  | 870  | 0.3882          | 0.6427 | 0.3882 | 0.6231 |
| 0.4402        | 9.2766  | 872  | 0.3856          | 0.6205 | 0.3856 | 0.6209 |
| 0.4402        | 9.2979  | 874  | 0.3905          | 0.6229 | 0.3905 | 0.6249 |
| 0.4402        | 9.3191  | 876  | 0.4375          | 0.6103 | 0.4375 | 0.6615 |
| 0.4402        | 9.3404  | 878  | 0.5262          | 0.5628 | 0.5262 | 0.7254 |
| 0.4402        | 9.3617  | 880  | 0.6058          | 0.5243 | 0.6058 | 0.7783 |
| 0.4402        | 9.3830  | 882  | 0.6603          | 0.5157 | 0.6603 | 0.8126 |
| 0.4402        | 9.4043  | 884  | 0.5968          | 0.5277 | 0.5968 | 0.7725 |
| 0.4402        | 9.4255  | 886  | 0.4851          | 0.5771 | 0.4851 | 0.6965 |
| 0.4402        | 9.4468  | 888  | 0.4463          | 0.6314 | 0.4463 | 0.6681 |
| 0.4402        | 9.4681  | 890  | 0.4491          | 0.6335 | 0.4491 | 0.6702 |
| 0.4402        | 9.4894  | 892  | 0.4721          | 0.5978 | 0.4721 | 0.6871 |
| 0.4402        | 9.5106  | 894  | 0.5728          | 0.5632 | 0.5728 | 0.7568 |
| 0.4402        | 9.5319  | 896  | 0.7062          | 0.4976 | 0.7062 | 0.8404 |
| 0.4402        | 9.5532  | 898  | 0.8108          | 0.4850 | 0.8108 | 0.9004 |
| 0.4402        | 9.5745  | 900  | 0.7063          | 0.5516 | 0.7063 | 0.8404 |
| 0.4402        | 9.5957  | 902  | 0.5087          | 0.6134 | 0.5087 | 0.7132 |
| 0.4402        | 9.6170  | 904  | 0.4155          | 0.6157 | 0.4155 | 0.6446 |
| 0.4402        | 9.6383  | 906  | 0.4100          | 0.6433 | 0.4100 | 0.6403 |
| 0.4402        | 9.6596  | 908  | 0.4023          | 0.6165 | 0.4023 | 0.6343 |
| 0.4402        | 9.6809  | 910  | 0.4381          | 0.5924 | 0.4381 | 0.6619 |
| 0.4402        | 9.7021  | 912  | 0.5477          | 0.5579 | 0.5477 | 0.7401 |
| 0.4402        | 9.7234  | 914  | 0.5742          | 0.5624 | 0.5742 | 0.7578 |
| 0.4402        | 9.7447  | 916  | 0.5592          | 0.5634 | 0.5592 | 0.7478 |
| 0.4402        | 9.7660  | 918  | 0.5115          | 0.5896 | 0.5115 | 0.7152 |
| 0.4402        | 9.7872  | 920  | 0.4832          | 0.6204 | 0.4832 | 0.6952 |
| 0.4402        | 9.8085  | 922  | 0.4728          | 0.6202 | 0.4728 | 0.6876 |
| 0.4402        | 9.8298  | 924  | 0.5167          | 0.6177 | 0.5167 | 0.7188 |
| 0.4402        | 9.8511  | 926  | 0.5625          | 0.6053 | 0.5625 | 0.7500 |
| 0.4402        | 9.8723  | 928  | 0.6254          | 0.5808 | 0.6254 | 0.7908 |
| 0.4402        | 9.8936  | 930  | 0.6657          | 0.5375 | 0.6657 | 0.8159 |
| 0.4402        | 9.9149  | 932  | 0.6002          | 0.5400 | 0.6002 | 0.7747 |
| 0.4402        | 9.9362  | 934  | 0.5649          | 0.5541 | 0.5649 | 0.7516 |
| 0.4402        | 9.9574  | 936  | 0.5112          | 0.5729 | 0.5112 | 0.7150 |
| 0.4402        | 9.9787  | 938  | 0.4434          | 0.5777 | 0.4434 | 0.6659 |
| 0.4402        | 10.0    | 940  | 0.4201          | 0.5430 | 0.4201 | 0.6481 |
| 0.4402        | 10.0213 | 942  | 0.4224          | 0.5530 | 0.4224 | 0.6499 |
| 0.4402        | 10.0426 | 944  | 0.4679          | 0.5656 | 0.4679 | 0.6840 |
| 0.4402        | 10.0638 | 946  | 0.5333          | 0.5353 | 0.5333 | 0.7302 |
| 0.4402        | 10.0851 | 948  | 0.7041          | 0.5007 | 0.7041 | 0.8391 |
| 0.4402        | 10.1064 | 950  | 0.8107          | 0.4935 | 0.8107 | 0.9004 |
| 0.4402        | 10.1277 | 952  | 0.7682          | 0.5033 | 0.7682 | 0.8764 |
| 0.4402        | 10.1489 | 954  | 0.5770          | 0.5604 | 0.5770 | 0.7596 |
| 0.4402        | 10.1702 | 956  | 0.4458          | 0.5954 | 0.4458 | 0.6677 |
| 0.4402        | 10.1915 | 958  | 0.4160          | 0.6356 | 0.4160 | 0.6450 |
| 0.4402        | 10.2128 | 960  | 0.4164          | 0.6220 | 0.4164 | 0.6453 |
| 0.4402        | 10.2340 | 962  | 0.4777          | 0.6109 | 0.4777 | 0.6912 |
| 0.4402        | 10.2553 | 964  | 0.6592          | 0.5285 | 0.6592 | 0.8119 |
| 0.4402        | 10.2766 | 966  | 0.7633          | 0.5072 | 0.7633 | 0.8736 |
| 0.4402        | 10.2979 | 968  | 0.7026          | 0.5043 | 0.7026 | 0.8382 |
| 0.4402        | 10.3191 | 970  | 0.5533          | 0.5429 | 0.5533 | 0.7439 |
| 0.4402        | 10.3404 | 972  | 0.4338          | 0.5751 | 0.4338 | 0.6586 |
| 0.4402        | 10.3617 | 974  | 0.4081          | 0.5828 | 0.4081 | 0.6388 |
| 0.4402        | 10.3830 | 976  | 0.4163          | 0.5769 | 0.4163 | 0.6452 |
| 0.4402        | 10.4043 | 978  | 0.4081          | 0.6073 | 0.4081 | 0.6388 |
| 0.4402        | 10.4255 | 980  | 0.4385          | 0.6025 | 0.4385 | 0.6622 |
| 0.4402        | 10.4468 | 982  | 0.5392          | 0.5539 | 0.5392 | 0.7343 |
| 0.4402        | 10.4681 | 984  | 0.6389          | 0.5488 | 0.6389 | 0.7993 |
| 0.4402        | 10.4894 | 986  | 0.7049          | 0.4976 | 0.7049 | 0.8396 |
| 0.4402        | 10.5106 | 988  | 0.6352          | 0.5275 | 0.6352 | 0.7970 |
| 0.4402        | 10.5319 | 990  | 0.5323          | 0.5521 | 0.5323 | 0.7296 |
| 0.4402        | 10.5532 | 992  | 0.4492          | 0.5683 | 0.4492 | 0.6703 |
| 0.4402        | 10.5745 | 994  | 0.4566          | 0.5661 | 0.4566 | 0.6758 |
| 0.4402        | 10.5957 | 996  | 0.5413          | 0.5711 | 0.5413 | 0.7357 |
| 0.4402        | 10.6170 | 998  | 0.6071          | 0.5847 | 0.6071 | 0.7791 |
| 0.14          | 10.6383 | 1000 | 0.6162          | 0.6033 | 0.6162 | 0.7850 |
| 0.14          | 10.6596 | 1002 | 0.5734          | 0.5969 | 0.5734 | 0.7573 |
| 0.14          | 10.6809 | 1004 | 0.4931          | 0.6272 | 0.4931 | 0.7022 |
| 0.14          | 10.7021 | 1006 | 0.4526          | 0.6495 | 0.4526 | 0.6727 |
| 0.14          | 10.7234 | 1008 | 0.4495          | 0.6568 | 0.4495 | 0.6705 |
| 0.14          | 10.7447 | 1010 | 0.5047          | 0.6289 | 0.5047 | 0.7104 |
| 0.14          | 10.7660 | 1012 | 0.6086          | 0.5884 | 0.6086 | 0.7801 |
| 0.14          | 10.7872 | 1014 | 0.7153          | 0.5277 | 0.7153 | 0.8457 |
| 0.14          | 10.8085 | 1016 | 0.7215          | 0.5129 | 0.7215 | 0.8494 |
| 0.14          | 10.8298 | 1018 | 0.5777          | 0.5758 | 0.5777 | 0.7600 |
| 0.14          | 10.8511 | 1020 | 0.4684          | 0.5628 | 0.4684 | 0.6844 |


### Framework versions

- Transformers 4.44.2
- Pytorch 2.4.0+cu118
- Datasets 2.21.0
- Tokenizers 0.19.1