File size: 42,474 Bytes
939d7aa
 
 
 
 
 
abce665
939d7aa
 
 
 
 
 
abce665
939d7aa
 
 
abce665
 
 
 
939d7aa
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
abce665
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
939d7aa
 
 
 
 
 
 
 
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
---
library_name: transformers
base_model: aubmindlab/bert-base-arabertv02
tags:
- generated_from_trainer
model-index:
- name: ArabicNewSplits7_FineTuningAraBERT_run1_AugV5_k11_task3_organization
  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. -->

# ArabicNewSplits7_FineTuningAraBERT_run1_AugV5_k11_task3_organization

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: 0.9613
- Qwk: -0.0204
- Mse: 0.9613
- Rmse: 0.9805

## 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        | 0.0645  | 2    | 3.7454          | -0.0068 | 3.7454 | 1.9353 |
| No log        | 0.1290  | 4    | 2.0535          | 0.0478  | 2.0535 | 1.4330 |
| No log        | 0.1935  | 6    | 1.6389          | 0.0130  | 1.6389 | 1.2802 |
| No log        | 0.2581  | 8    | 2.6144          | -0.0464 | 2.6144 | 1.6169 |
| No log        | 0.3226  | 10   | 2.4367          | 0.0141  | 2.4367 | 1.5610 |
| No log        | 0.3871  | 12   | 1.0196          | -0.0571 | 1.0196 | 1.0097 |
| No log        | 0.4516  | 14   | 0.7019          | 0.0460  | 0.7019 | 0.8378 |
| No log        | 0.5161  | 16   | 0.7657          | 0.0909  | 0.7657 | 0.8750 |
| No log        | 0.5806  | 18   | 1.0692          | -0.0468 | 1.0692 | 1.0340 |
| No log        | 0.6452  | 20   | 1.6613          | 0.0     | 1.6613 | 1.2889 |
| No log        | 0.7097  | 22   | 1.9077          | -0.0029 | 1.9077 | 1.3812 |
| No log        | 0.7742  | 24   | 1.6515          | 0.0     | 1.6515 | 1.2851 |
| No log        | 0.8387  | 26   | 1.3584          | 0.0     | 1.3584 | 1.1655 |
| No log        | 0.9032  | 28   | 0.9342          | 0.0596  | 0.9342 | 0.9665 |
| No log        | 0.9677  | 30   | 0.7816          | -0.0753 | 0.7816 | 0.8841 |
| No log        | 1.0323  | 32   | 0.8651          | -0.1715 | 0.8651 | 0.9301 |
| No log        | 1.0968  | 34   | 0.8831          | -0.1715 | 0.8831 | 0.9397 |
| No log        | 1.1613  | 36   | 1.1471          | 0.0046  | 1.1471 | 1.0710 |
| No log        | 1.2258  | 38   | 1.7588          | -0.0759 | 1.7588 | 1.3262 |
| No log        | 1.2903  | 40   | 1.5093          | -0.0487 | 1.5093 | 1.2286 |
| No log        | 1.3548  | 42   | 0.9793          | -0.0894 | 0.9793 | 0.9896 |
| No log        | 1.4194  | 44   | 0.8491          | -0.0331 | 0.8491 | 0.9215 |
| No log        | 1.4839  | 46   | 0.8118          | 0.0191  | 0.8118 | 0.9010 |
| No log        | 1.5484  | 48   | 0.9489          | -0.0668 | 0.9489 | 0.9741 |
| No log        | 1.6129  | 50   | 1.1257          | -0.0720 | 1.1257 | 1.0610 |
| No log        | 1.6774  | 52   | 1.4179          | -0.0247 | 1.4179 | 1.1908 |
| No log        | 1.7419  | 54   | 1.3315          | -0.0247 | 1.3315 | 1.1539 |
| No log        | 1.8065  | 56   | 1.0467          | -0.0720 | 1.0467 | 1.0231 |
| No log        | 1.8710  | 58   | 0.8799          | 0.0071  | 0.8799 | 0.9380 |
| No log        | 1.9355  | 60   | 0.8240          | -0.0753 | 0.8240 | 0.9077 |
| No log        | 2.0     | 62   | 0.7828          | -0.0739 | 0.7828 | 0.8848 |
| No log        | 2.0645  | 64   | 0.7961          | 0.0588  | 0.7961 | 0.8923 |
| No log        | 2.1290  | 66   | 0.8176          | 0.0017  | 0.8176 | 0.9042 |
| No log        | 2.1935  | 68   | 0.8637          | 0.0642  | 0.8637 | 0.9294 |
| No log        | 2.2581  | 70   | 0.8697          | 0.0642  | 0.8697 | 0.9326 |
| No log        | 2.3226  | 72   | 0.9788          | -0.0331 | 0.9788 | 0.9893 |
| No log        | 2.3871  | 74   | 0.9634          | -0.0617 | 0.9634 | 0.9816 |
| No log        | 2.4516  | 76   | 0.8848          | 0.0826  | 0.8848 | 0.9406 |
| No log        | 2.5161  | 78   | 0.8671          | 0.0099  | 0.8671 | 0.9312 |
| No log        | 2.5806  | 80   | 1.0188          | -0.1283 | 1.0188 | 1.0094 |
| No log        | 2.6452  | 82   | 1.2043          | -0.1019 | 1.2043 | 1.0974 |
| No log        | 2.7097  | 84   | 1.2165          | -0.1019 | 1.2165 | 1.1029 |
| No log        | 2.7742  | 86   | 1.4040          | -0.1019 | 1.4040 | 1.1849 |
| No log        | 2.8387  | 88   | 1.4421          | -0.0731 | 1.4421 | 1.2009 |
| No log        | 2.9032  | 90   | 1.0601          | -0.1274 | 1.0601 | 1.0296 |
| No log        | 2.9677  | 92   | 0.9697          | -0.1265 | 0.9697 | 0.9847 |
| No log        | 3.0323  | 94   | 0.9950          | -0.0837 | 0.9950 | 0.9975 |
| No log        | 3.0968  | 96   | 1.1221          | -0.0269 | 1.1221 | 1.0593 |
| No log        | 3.1613  | 98   | 0.9839          | -0.1267 | 0.9839 | 0.9919 |
| No log        | 3.2258  | 100  | 0.8112          | 0.0476  | 0.8112 | 0.9007 |
| No log        | 3.2903  | 102  | 0.8613          | 0.1342  | 0.8613 | 0.9281 |
| No log        | 3.3548  | 104  | 0.9425          | -0.0812 | 0.9425 | 0.9708 |
| No log        | 3.4194  | 106  | 1.2767          | -0.1523 | 1.2767 | 1.1299 |
| No log        | 3.4839  | 108  | 1.3675          | -0.1124 | 1.3675 | 1.1694 |
| No log        | 3.5484  | 110  | 0.8459          | 0.0016  | 0.8459 | 0.9197 |
| No log        | 3.6129  | 112  | 0.7044          | 0.1311  | 0.7044 | 0.8393 |
| No log        | 3.6774  | 114  | 0.7156          | 0.1362  | 0.7156 | 0.8459 |
| No log        | 3.7419  | 116  | 0.8128          | 0.1001  | 0.8128 | 0.9015 |
| No log        | 3.8065  | 118  | 1.1124          | -0.0438 | 1.1124 | 1.0547 |
| No log        | 3.8710  | 120  | 1.5633          | 0.0140  | 1.5633 | 1.2503 |
| No log        | 3.9355  | 122  | 1.3677          | -0.0849 | 1.3677 | 1.1695 |
| No log        | 4.0     | 124  | 0.8461          | -0.0718 | 0.8461 | 0.9198 |
| No log        | 4.0645  | 126  | 0.7674          | 0.0863  | 0.7674 | 0.8760 |
| No log        | 4.1290  | 128  | 0.8179          | -0.0766 | 0.8179 | 0.9044 |
| No log        | 4.1935  | 130  | 0.9860          | -0.0008 | 0.9860 | 0.9930 |
| No log        | 4.2581  | 132  | 0.9281          | -0.0767 | 0.9281 | 0.9634 |
| No log        | 4.3226  | 134  | 0.8717          | -0.1572 | 0.8717 | 0.9336 |
| No log        | 4.3871  | 136  | 0.9085          | -0.1633 | 0.9085 | 0.9532 |
| No log        | 4.4516  | 138  | 1.0980          | 0.0193  | 1.0980 | 1.0478 |
| No log        | 4.5161  | 140  | 0.9428          | -0.1131 | 0.9428 | 0.9710 |
| No log        | 4.5806  | 142  | 0.9223          | -0.0915 | 0.9223 | 0.9604 |
| No log        | 4.6452  | 144  | 0.9888          | -0.1561 | 0.9888 | 0.9944 |
| No log        | 4.7097  | 146  | 1.0535          | -0.1554 | 1.0535 | 1.0264 |
| No log        | 4.7742  | 148  | 1.0144          | -0.1449 | 1.0144 | 1.0072 |
| No log        | 4.8387  | 150  | 1.0697          | -0.1446 | 1.0697 | 1.0342 |
| No log        | 4.9032  | 152  | 1.1048          | -0.0327 | 1.1048 | 1.0511 |
| No log        | 4.9677  | 154  | 1.0940          | -0.0788 | 1.0940 | 1.0459 |
| No log        | 5.0323  | 156  | 1.0259          | -0.1336 | 1.0259 | 1.0128 |
| No log        | 5.0968  | 158  | 1.0205          | -0.1229 | 1.0205 | 1.0102 |
| No log        | 5.1613  | 160  | 0.9855          | -0.0970 | 0.9855 | 0.9927 |
| No log        | 5.2258  | 162  | 0.9759          | -0.1643 | 0.9759 | 0.9879 |
| No log        | 5.2903  | 164  | 0.9999          | -0.1450 | 0.9999 | 1.0000 |
| No log        | 5.3548  | 166  | 1.1803          | -0.1488 | 1.1803 | 1.0864 |
| No log        | 5.4194  | 168  | 1.0660          | -0.1895 | 1.0660 | 1.0325 |
| No log        | 5.4839  | 170  | 1.0087          | -0.1222 | 1.0087 | 1.0043 |
| No log        | 5.5484  | 172  | 1.0364          | -0.2041 | 1.0364 | 1.0180 |
| No log        | 5.6129  | 174  | 1.1960          | -0.0939 | 1.1960 | 1.0936 |
| No log        | 5.6774  | 176  | 1.2358          | -0.0900 | 1.2358 | 1.1116 |
| No log        | 5.7419  | 178  | 1.1177          | -0.1514 | 1.1177 | 1.0572 |
| No log        | 5.8065  | 180  | 1.0810          | -0.1517 | 1.0810 | 1.0397 |
| No log        | 5.8710  | 182  | 1.0091          | -0.0734 | 1.0091 | 1.0045 |
| No log        | 5.9355  | 184  | 1.0671          | -0.1155 | 1.0671 | 1.0330 |
| No log        | 6.0     | 186  | 0.9384          | -0.1121 | 0.9384 | 0.9687 |
| No log        | 6.0645  | 188  | 0.9184          | -0.1464 | 0.9184 | 0.9583 |
| No log        | 6.1290  | 190  | 0.9195          | -0.1523 | 0.9195 | 0.9589 |
| No log        | 6.1935  | 192  | 0.9200          | -0.0643 | 0.9200 | 0.9591 |
| No log        | 6.2581  | 194  | 1.0909          | -0.0815 | 1.0909 | 1.0445 |
| No log        | 6.3226  | 196  | 1.0393          | -0.1203 | 1.0393 | 1.0195 |
| No log        | 6.3871  | 198  | 0.8874          | -0.0179 | 0.8874 | 0.9420 |
| No log        | 6.4516  | 200  | 0.8852          | -0.0056 | 0.8852 | 0.9408 |
| No log        | 6.5161  | 202  | 0.9293          | -0.0704 | 0.9293 | 0.9640 |
| No log        | 6.5806  | 204  | 1.0287          | -0.0818 | 1.0287 | 1.0143 |
| No log        | 6.6452  | 206  | 0.9770          | -0.0391 | 0.9770 | 0.9885 |
| No log        | 6.7097  | 208  | 0.8743          | -0.0690 | 0.8743 | 0.9350 |
| No log        | 6.7742  | 210  | 0.8831          | -0.0704 | 0.8831 | 0.9397 |
| No log        | 6.8387  | 212  | 0.9621          | -0.0355 | 0.9621 | 0.9809 |
| No log        | 6.9032  | 214  | 0.9227          | 0.0095  | 0.9227 | 0.9606 |
| No log        | 6.9677  | 216  | 0.8393          | -0.0704 | 0.8393 | 0.9161 |
| No log        | 7.0323  | 218  | 0.8544          | -0.1187 | 0.8544 | 0.9243 |
| No log        | 7.0968  | 220  | 0.9004          | -0.0295 | 0.9004 | 0.9489 |
| No log        | 7.1613  | 222  | 1.0530          | -0.1270 | 1.0530 | 1.0262 |
| No log        | 7.2258  | 224  | 1.0986          | -0.1181 | 1.0986 | 1.0482 |
| No log        | 7.2903  | 226  | 0.9656          | -0.1187 | 0.9656 | 0.9827 |
| No log        | 7.3548  | 228  | 0.9553          | -0.1194 | 0.9553 | 0.9774 |
| No log        | 7.4194  | 230  | 1.1417          | -0.0138 | 1.1417 | 1.0685 |
| No log        | 7.4839  | 232  | 1.2897          | -0.0385 | 1.2897 | 1.1357 |
| No log        | 7.5484  | 234  | 1.0099          | -0.0118 | 1.0099 | 1.0050 |
| No log        | 7.6129  | 236  | 0.8347          | -0.0718 | 0.8347 | 0.9136 |
| No log        | 7.6774  | 238  | 0.8081          | -0.0704 | 0.8081 | 0.8989 |
| No log        | 7.7419  | 240  | 0.8478          | -0.1187 | 0.8478 | 0.9208 |
| No log        | 7.8065  | 242  | 0.8426          | -0.1187 | 0.8426 | 0.9179 |
| No log        | 7.8710  | 244  | 0.8631          | -0.1187 | 0.8631 | 0.9290 |
| No log        | 7.9355  | 246  | 0.8503          | 0.0375  | 0.8503 | 0.9221 |
| No log        | 8.0     | 248  | 0.8885          | -0.0541 | 0.8885 | 0.9426 |
| No log        | 8.0645  | 250  | 0.9476          | -0.0785 | 0.9476 | 0.9734 |
| No log        | 8.1290  | 252  | 1.0243          | -0.1072 | 1.0243 | 1.0121 |
| No log        | 8.1935  | 254  | 1.1281          | -0.2231 | 1.1281 | 1.0621 |
| No log        | 8.2581  | 256  | 1.0264          | -0.2351 | 1.0264 | 1.0131 |
| No log        | 8.3226  | 258  | 0.9206          | -0.1580 | 0.9206 | 0.9595 |
| No log        | 8.3871  | 260  | 0.8373          | -0.0029 | 0.8373 | 0.9150 |
| No log        | 8.4516  | 262  | 0.7954          | -0.0059 | 0.7954 | 0.8918 |
| No log        | 8.5161  | 264  | 0.7638          | -0.0228 | 0.7638 | 0.8739 |
| No log        | 8.5806  | 266  | 0.7892          | 0.0588  | 0.7892 | 0.8884 |
| No log        | 8.6452  | 268  | 0.9595          | 0.0676  | 0.9595 | 0.9795 |
| No log        | 8.7097  | 270  | 1.0420          | 0.0545  | 1.0420 | 1.0208 |
| No log        | 8.7742  | 272  | 0.8879          | 0.0071  | 0.8879 | 0.9423 |
| No log        | 8.8387  | 274  | 0.8522          | -0.0999 | 0.8522 | 0.9231 |
| No log        | 8.9032  | 276  | 0.8748          | -0.0999 | 0.8748 | 0.9353 |
| No log        | 8.9677  | 278  | 0.8945          | -0.1187 | 0.8945 | 0.9458 |
| No log        | 9.0323  | 280  | 0.9024          | -0.1187 | 0.9024 | 0.9500 |
| No log        | 9.0968  | 282  | 0.8778          | -0.1131 | 0.8778 | 0.9369 |
| No log        | 9.1613  | 284  | 0.8497          | 0.0247  | 0.8497 | 0.9218 |
| No log        | 9.2258  | 286  | 0.8563          | 0.0129  | 0.8563 | 0.9254 |
| No log        | 9.2903  | 288  | 0.9914          | -0.0079 | 0.9914 | 0.9957 |
| No log        | 9.3548  | 290  | 0.9978          | -0.0459 | 0.9978 | 0.9989 |
| No log        | 9.4194  | 292  | 0.8835          | 0.0562  | 0.8835 | 0.9399 |
| No log        | 9.4839  | 294  | 0.8481          | 0.0214  | 0.8481 | 0.9209 |
| No log        | 9.5484  | 296  | 0.8465          | 0.0863  | 0.8465 | 0.9200 |
| No log        | 9.6129  | 298  | 0.8547          | 0.0879  | 0.8547 | 0.9245 |
| No log        | 9.6774  | 300  | 0.8759          | 0.0600  | 0.8759 | 0.9359 |
| No log        | 9.7419  | 302  | 0.9175          | 0.0071  | 0.9175 | 0.9579 |
| No log        | 9.8065  | 304  | 0.8744          | 0.0700  | 0.8744 | 0.9351 |
| No log        | 9.8710  | 306  | 0.8726          | 0.0700  | 0.8726 | 0.9341 |
| No log        | 9.9355  | 308  | 0.8751          | 0.0277  | 0.8751 | 0.9355 |
| No log        | 10.0    | 310  | 0.8906          | 0.1277  | 0.8906 | 0.9437 |
| No log        | 10.0645 | 312  | 0.9119          | 0.0856  | 0.9119 | 0.9550 |
| No log        | 10.1290 | 314  | 0.9478          | -0.0669 | 0.9478 | 0.9736 |
| No log        | 10.1935 | 316  | 0.9406          | -0.0656 | 0.9406 | 0.9698 |
| No log        | 10.2581 | 318  | 0.9379          | -0.0027 | 0.9379 | 0.9684 |
| No log        | 10.3226 | 320  | 0.9244          | -0.0643 | 0.9244 | 0.9615 |
| No log        | 10.3871 | 322  | 0.9502          | -0.0699 | 0.9502 | 0.9748 |
| No log        | 10.4516 | 324  | 0.9621          | 0.0129  | 0.9621 | 0.9808 |
| No log        | 10.5161 | 326  | 0.8859          | 0.0225  | 0.8859 | 0.9412 |
| No log        | 10.5806 | 328  | 0.8334          | -0.1106 | 0.8334 | 0.9129 |
| No log        | 10.6452 | 330  | 0.8305          | 0.0     | 0.8305 | 0.9113 |
| No log        | 10.7097 | 332  | 0.8242          | -0.1180 | 0.8242 | 0.9079 |
| No log        | 10.7742 | 334  | 0.8674          | -0.1197 | 0.8674 | 0.9314 |
| No log        | 10.8387 | 336  | 0.8877          | -0.0746 | 0.8877 | 0.9422 |
| No log        | 10.9032 | 338  | 0.8637          | -0.1449 | 0.8637 | 0.9294 |
| No log        | 10.9677 | 340  | 0.9052          | -0.1044 | 0.9052 | 0.9514 |
| No log        | 11.0323 | 342  | 1.0600          | 0.1065  | 1.0600 | 1.0296 |
| No log        | 11.0968 | 344  | 1.0845          | -0.0157 | 1.0845 | 1.0414 |
| No log        | 11.1613 | 346  | 0.9703          | -0.0408 | 0.9703 | 0.9850 |
| No log        | 11.2258 | 348  | 0.9158          | -0.0355 | 0.9158 | 0.9570 |
| No log        | 11.2903 | 350  | 0.9124          | 0.0016  | 0.9124 | 0.9552 |
| No log        | 11.3548 | 352  | 0.8470          | -0.0287 | 0.8470 | 0.9203 |
| No log        | 11.4194 | 354  | 0.8490          | -0.0195 | 0.8490 | 0.9214 |
| No log        | 11.4839 | 356  | 0.8841          | -0.0163 | 0.8841 | 0.9402 |
| No log        | 11.5484 | 358  | 0.9270          | -0.0186 | 0.9270 | 0.9628 |
| No log        | 11.6129 | 360  | 0.9958          | -0.0252 | 0.9958 | 0.9979 |
| No log        | 11.6774 | 362  | 0.9526          | -0.0218 | 0.9526 | 0.9760 |
| No log        | 11.7419 | 364  | 0.9175          | 0.0257  | 0.9175 | 0.9579 |
| No log        | 11.8065 | 366  | 0.9065          | 0.1192  | 0.9065 | 0.9521 |
| No log        | 11.8710 | 368  | 0.9109          | 0.1189  | 0.9109 | 0.9544 |
| No log        | 11.9355 | 370  | 0.9400          | 0.0236  | 0.9400 | 0.9695 |
| No log        | 12.0    | 372  | 0.9966          | -0.1203 | 0.9966 | 0.9983 |
| No log        | 12.0645 | 374  | 1.0215          | -0.1609 | 1.0215 | 1.0107 |
| No log        | 12.1290 | 376  | 0.9697          | -0.0755 | 0.9697 | 0.9847 |
| No log        | 12.1935 | 378  | 0.9604          | -0.1066 | 0.9604 | 0.9800 |
| No log        | 12.2581 | 380  | 0.9958          | -0.1009 | 0.9958 | 0.9979 |
| No log        | 12.3226 | 382  | 1.0016          | -0.1409 | 1.0016 | 1.0008 |
| No log        | 12.3871 | 384  | 0.9797          | -0.0186 | 0.9797 | 0.9898 |
| No log        | 12.4516 | 386  | 1.0292          | -0.0755 | 1.0292 | 1.0145 |
| No log        | 12.5161 | 388  | 1.0284          | -0.0351 | 1.0284 | 1.0141 |
| No log        | 12.5806 | 390  | 0.9635          | -0.0295 | 0.9635 | 0.9816 |
| No log        | 12.6452 | 392  | 0.9339          | -0.0704 | 0.9339 | 0.9664 |
| No log        | 12.7097 | 394  | 0.9200          | -0.0690 | 0.9200 | 0.9592 |
| No log        | 12.7742 | 396  | 0.9244          | -0.0704 | 0.9244 | 0.9614 |
| No log        | 12.8387 | 398  | 0.9808          | -0.0812 | 0.9808 | 0.9904 |
| No log        | 12.9032 | 400  | 0.9306          | -0.0295 | 0.9306 | 0.9647 |
| No log        | 12.9677 | 402  | 0.9120          | -0.0295 | 0.9120 | 0.9550 |
| No log        | 13.0323 | 404  | 0.8961          | -0.0274 | 0.8961 | 0.9466 |
| No log        | 13.0968 | 406  | 0.9260          | -0.0295 | 0.9260 | 0.9623 |
| No log        | 13.1613 | 408  | 0.9448          | -0.0316 | 0.9448 | 0.9720 |
| No log        | 13.2258 | 410  | 0.9618          | -0.0316 | 0.9618 | 0.9807 |
| No log        | 13.2903 | 412  | 0.9646          | -0.0316 | 0.9646 | 0.9821 |
| No log        | 13.3548 | 414  | 0.9434          | -0.0316 | 0.9434 | 0.9713 |
| No log        | 13.4194 | 416  | 0.8905          | -0.0252 | 0.8905 | 0.9437 |
| No log        | 13.4839 | 418  | 0.9361          | -0.0371 | 0.9361 | 0.9675 |
| No log        | 13.5484 | 420  | 1.0690          | -0.1645 | 1.0690 | 1.0339 |
| No log        | 13.6129 | 422  | 1.0118          | -0.0861 | 1.0118 | 1.0059 |
| No log        | 13.6774 | 424  | 0.9200          | -0.0228 | 0.9200 | 0.9591 |
| No log        | 13.7419 | 426  | 0.9046          | -0.0179 | 0.9046 | 0.9511 |
| No log        | 13.8065 | 428  | 0.9314          | -0.0228 | 0.9314 | 0.9651 |
| No log        | 13.8710 | 430  | 0.9835          | 0.0099  | 0.9835 | 0.9917 |
| No log        | 13.9355 | 432  | 0.9786          | -0.0371 | 0.9786 | 0.9892 |
| No log        | 14.0    | 434  | 0.9490          | 0.0099  | 0.9490 | 0.9742 |
| No log        | 14.0645 | 436  | 0.9894          | -0.0390 | 0.9894 | 0.9947 |
| No log        | 14.1290 | 438  | 0.9612          | 0.0071  | 0.9612 | 0.9804 |
| No log        | 14.1935 | 440  | 0.9159          | -0.0118 | 0.9159 | 0.9570 |
| No log        | 14.2581 | 442  | 0.9427          | -0.0717 | 0.9427 | 0.9709 |
| No log        | 14.3226 | 444  | 0.9303          | -0.0056 | 0.9303 | 0.9645 |
| No log        | 14.3871 | 446  | 0.9486          | -0.0145 | 0.9486 | 0.9740 |
| No log        | 14.4516 | 448  | 0.9795          | -0.0163 | 0.9795 | 0.9897 |
| No log        | 14.5161 | 450  | 0.9954          | -0.0947 | 0.9954 | 0.9977 |
| No log        | 14.5806 | 452  | 0.9976          | -0.0806 | 0.9976 | 0.9988 |
| No log        | 14.6452 | 454  | 0.9728          | -0.0947 | 0.9728 | 0.9863 |
| No log        | 14.7097 | 456  | 0.9690          | -0.1135 | 0.9690 | 0.9844 |
| No log        | 14.7742 | 458  | 0.9409          | -0.0743 | 0.9409 | 0.9700 |
| No log        | 14.8387 | 460  | 0.9211          | -0.1457 | 0.9211 | 0.9597 |
| No log        | 14.9032 | 462  | 0.9276          | -0.1394 | 0.9276 | 0.9631 |
| No log        | 14.9677 | 464  | 0.9175          | -0.0444 | 0.9175 | 0.9579 |
| No log        | 15.0323 | 466  | 0.9640          | -0.0543 | 0.9640 | 0.9819 |
| No log        | 15.0968 | 468  | 0.9778          | -0.0904 | 0.9778 | 0.9888 |
| No log        | 15.1613 | 470  | 0.9199          | -0.0280 | 0.9199 | 0.9591 |
| No log        | 15.2258 | 472  | 0.9723          | 0.0071  | 0.9723 | 0.9861 |
| No log        | 15.2903 | 474  | 1.0376          | -0.1660 | 1.0376 | 1.0186 |
| No log        | 15.3548 | 476  | 0.9775          | -0.1259 | 0.9775 | 0.9887 |
| No log        | 15.4194 | 478  | 0.9410          | -0.0541 | 0.9410 | 0.9700 |
| No log        | 15.4839 | 480  | 0.9604          | -0.0054 | 0.9604 | 0.9800 |
| No log        | 15.5484 | 482  | 0.9837          | -0.0221 | 0.9837 | 0.9918 |
| No log        | 15.6129 | 484  | 1.0584          | -0.1609 | 1.0584 | 1.0288 |
| No log        | 15.6774 | 486  | 1.1141          | -0.1582 | 1.1141 | 1.0555 |
| No log        | 15.7419 | 488  | 1.0519          | -0.1098 | 1.0519 | 1.0256 |
| No log        | 15.8065 | 490  | 1.0244          | -0.0127 | 1.0244 | 1.0121 |
| No log        | 15.8710 | 492  | 1.0398          | -0.1050 | 1.0398 | 1.0197 |
| No log        | 15.9355 | 494  | 1.0615          | -0.1152 | 1.0615 | 1.0303 |
| No log        | 16.0    | 496  | 1.1021          | -0.1998 | 1.1021 | 1.0498 |
| No log        | 16.0645 | 498  | 1.0862          | -0.1614 | 1.0862 | 1.0422 |
| 0.3533        | 16.1290 | 500  | 1.0453          | -0.1748 | 1.0453 | 1.0224 |
| 0.3533        | 16.1935 | 502  | 1.0835          | -0.2253 | 1.0835 | 1.0409 |
| 0.3533        | 16.2581 | 504  | 1.0637          | -0.2125 | 1.0637 | 1.0314 |
| 0.3533        | 16.3226 | 506  | 1.0282          | -0.0588 | 1.0282 | 1.0140 |
| 0.3533        | 16.3871 | 508  | 1.0278          | -0.1200 | 1.0278 | 1.0138 |
| 0.3533        | 16.4516 | 510  | 1.0224          | -0.1200 | 1.0224 | 1.0112 |
| 0.3533        | 16.5161 | 512  | 0.9725          | -0.1650 | 0.9725 | 0.9861 |
| 0.3533        | 16.5806 | 514  | 0.9799          | -0.1515 | 0.9799 | 0.9899 |
| 0.3533        | 16.6452 | 516  | 0.9964          | -0.1762 | 0.9964 | 0.9982 |
| 0.3533        | 16.7097 | 518  | 1.0109          | -0.1392 | 1.0109 | 1.0054 |
| 0.3533        | 16.7742 | 520  | 1.0092          | -0.0743 | 1.0092 | 1.0046 |
| 0.3533        | 16.8387 | 522  | 0.9782          | -0.0629 | 0.9782 | 0.9891 |
| 0.3533        | 16.9032 | 524  | 0.9639          | -0.0731 | 0.9639 | 0.9818 |
| 0.3533        | 16.9677 | 526  | 0.9267          | -0.0643 | 0.9267 | 0.9627 |
| 0.3533        | 17.0323 | 528  | 0.9028          | -0.0524 | 0.9028 | 0.9502 |
| 0.3533        | 17.0968 | 530  | 0.8797          | -0.0567 | 0.8797 | 0.9379 |
| 0.3533        | 17.1613 | 532  | 0.8627          | -0.0567 | 0.8627 | 0.9288 |
| 0.3533        | 17.2258 | 534  | 0.8853          | -0.0675 | 0.8853 | 0.9409 |
| 0.3533        | 17.2903 | 536  | 1.0115          | -0.0336 | 1.0115 | 1.0057 |
| 0.3533        | 17.3548 | 538  | 1.0544          | -0.0336 | 1.0544 | 1.0268 |
| 0.3533        | 17.4194 | 540  | 1.0022          | -0.1072 | 1.0022 | 1.0011 |
| 0.3533        | 17.4839 | 542  | 1.0162          | -0.1459 | 1.0162 | 1.0080 |
| 0.3533        | 17.5484 | 544  | 1.0104          | -0.0585 | 1.0104 | 1.0052 |
| 0.3533        | 17.6129 | 546  | 0.9674          | -0.0573 | 0.9674 | 0.9836 |
| 0.3533        | 17.6774 | 548  | 0.9463          | -0.0228 | 0.9463 | 0.9728 |
| 0.3533        | 17.7419 | 550  | 0.9266          | -0.0731 | 0.9266 | 0.9626 |
| 0.3533        | 17.8065 | 552  | 0.9089          | -0.0731 | 0.9089 | 0.9534 |
| 0.3533        | 17.8710 | 554  | 0.8948          | -0.0690 | 0.8948 | 0.9459 |
| 0.3533        | 17.9355 | 556  | 0.9106          | -0.0628 | 0.9106 | 0.9543 |
| 0.3533        | 18.0    | 558  | 0.9339          | -0.0690 | 0.9339 | 0.9664 |
| 0.3533        | 18.0645 | 560  | 0.9553          | -0.0675 | 0.9553 | 0.9774 |
| 0.3533        | 18.1290 | 562  | 0.9933          | -0.0295 | 0.9933 | 0.9967 |
| 0.3533        | 18.1935 | 564  | 1.0143          | -0.1197 | 1.0143 | 1.0071 |
| 0.3533        | 18.2581 | 566  | 1.0051          | -0.1197 | 1.0051 | 1.0025 |
| 0.3533        | 18.3226 | 568  | 0.9953          | -0.0295 | 0.9953 | 0.9976 |
| 0.3533        | 18.3871 | 570  | 0.9876          | -0.0755 | 0.9876 | 0.9938 |
| 0.3533        | 18.4516 | 572  | 0.9968          | -0.1197 | 0.9968 | 0.9984 |
| 0.3533        | 18.5161 | 574  | 0.9502          | -0.0643 | 0.9502 | 0.9748 |
| 0.3533        | 18.5806 | 576  | 0.9412          | -0.0524 | 0.9412 | 0.9702 |
| 0.3533        | 18.6452 | 578  | 0.9368          | -0.0675 | 0.9368 | 0.9679 |
| 0.3533        | 18.7097 | 580  | 0.9643          | -0.1191 | 0.9643 | 0.9820 |
| 0.3533        | 18.7742 | 582  | 0.9433          | -0.1650 | 0.9433 | 0.9712 |
| 0.3533        | 18.8387 | 584  | 0.9094          | -0.0660 | 0.9094 | 0.9536 |
| 0.3533        | 18.9032 | 586  | 0.9044          | -0.0675 | 0.9044 | 0.9510 |
| 0.3533        | 18.9677 | 588  | 0.9531          | -0.1255 | 0.9531 | 0.9763 |
| 0.3533        | 19.0323 | 590  | 0.9802          | -0.1255 | 0.9802 | 0.9900 |
| 0.3533        | 19.0968 | 592  | 0.9255          | -0.0252 | 0.9255 | 0.9620 |
| 0.3533        | 19.1613 | 594  | 0.9191          | -0.0252 | 0.9191 | 0.9587 |
| 0.3533        | 19.2258 | 596  | 0.9395          | -0.0731 | 0.9395 | 0.9693 |
| 0.3533        | 19.2903 | 598  | 0.9498          | -0.0790 | 0.9498 | 0.9746 |
| 0.3533        | 19.3548 | 600  | 0.9035          | -0.0228 | 0.9035 | 0.9505 |
| 0.3533        | 19.4194 | 602  | 0.8785          | -0.0643 | 0.8785 | 0.9373 |
| 0.3533        | 19.4839 | 604  | 0.8773          | -0.0567 | 0.8773 | 0.9366 |
| 0.3533        | 19.5484 | 606  | 0.8768          | -0.0643 | 0.8768 | 0.9364 |
| 0.3533        | 19.6129 | 608  | 0.9065          | -0.0704 | 0.9065 | 0.9521 |
| 0.3533        | 19.6774 | 610  | 1.0071          | 0.0183  | 1.0071 | 1.0035 |
| 0.3533        | 19.7419 | 612  | 1.0657          | -0.0336 | 1.0657 | 1.0323 |
| 0.3533        | 19.8065 | 614  | 1.0920          | -0.0336 | 1.0920 | 1.0450 |
| 0.3533        | 19.8710 | 616  | 1.0811          | -0.1191 | 1.0811 | 1.0397 |
| 0.3533        | 19.9355 | 618  | 1.0466          | -0.1191 | 1.0466 | 1.0230 |
| 0.3533        | 20.0    | 620  | 0.9684          | -0.0252 | 0.9684 | 0.9841 |
| 0.3533        | 20.0645 | 622  | 0.9420          | -0.0218 | 0.9420 | 0.9706 |
| 0.3533        | 20.1290 | 624  | 0.9473          | -0.0252 | 0.9473 | 0.9733 |
| 0.3533        | 20.1935 | 626  | 0.9715          | 0.0512  | 0.9715 | 0.9856 |
| 0.3533        | 20.2581 | 628  | 0.9159          | 0.0549  | 0.9159 | 0.9570 |
| 0.3533        | 20.3226 | 630  | 0.8685          | 0.0183  | 0.8685 | 0.9319 |
| 0.3533        | 20.3871 | 632  | 0.8416          | -0.0170 | 0.8416 | 0.9174 |
| 0.3533        | 20.4516 | 634  | 0.8432          | 0.0269  | 0.8432 | 0.9183 |
| 0.3533        | 20.5161 | 636  | 0.8485          | -0.0170 | 0.8485 | 0.9211 |
| 0.3533        | 20.5806 | 638  | 0.8765          | -0.0316 | 0.8765 | 0.9362 |
| 0.3533        | 20.6452 | 640  | 0.9844          | 0.1243  | 0.9844 | 0.9922 |
| 0.3533        | 20.7097 | 642  | 0.9898          | 0.1243  | 0.9898 | 0.9949 |
| 0.3533        | 20.7742 | 644  | 0.8928          | -0.0316 | 0.8928 | 0.9449 |
| 0.3533        | 20.8387 | 646  | 0.8705          | 0.0205  | 0.8705 | 0.9330 |
| 0.3533        | 20.9032 | 648  | 0.8774          | 0.0152  | 0.8774 | 0.9367 |
| 0.3533        | 20.9677 | 650  | 0.8743          | 0.0236  | 0.8743 | 0.9350 |
| 0.3533        | 21.0323 | 652  | 0.8748          | -0.0170 | 0.8748 | 0.9353 |
| 0.3533        | 21.0968 | 654  | 0.9026          | 0.0152  | 0.9026 | 0.9500 |
| 0.3533        | 21.1613 | 656  | 0.9289          | 0.0099  | 0.9289 | 0.9638 |
| 0.3533        | 21.2258 | 658  | 0.9290          | 0.0099  | 0.9290 | 0.9638 |
| 0.3533        | 21.2903 | 660  | 0.8821          | -0.0138 | 0.8821 | 0.9392 |
| 0.3533        | 21.3548 | 662  | 0.9362          | -0.0861 | 0.9362 | 0.9676 |
| 0.3533        | 21.4194 | 664  | 0.9823          | -0.1054 | 0.9823 | 0.9911 |
| 0.3533        | 21.4839 | 666  | 0.9317          | -0.0066 | 0.9317 | 0.9653 |
| 0.3533        | 21.5484 | 668  | 0.8735          | -0.0628 | 0.8735 | 0.9346 |
| 0.3533        | 21.6129 | 670  | 0.9019          | -0.0295 | 0.9019 | 0.9497 |
| 0.3533        | 21.6774 | 672  | 0.9109          | 0.0123  | 0.9109 | 0.9544 |
| 0.3533        | 21.7419 | 674  | 0.8746          | -0.0704 | 0.8746 | 0.9352 |
| 0.3533        | 21.8065 | 676  | 0.8701          | -0.0675 | 0.8701 | 0.9328 |
| 0.3533        | 21.8710 | 678  | 0.9050          | -0.0029 | 0.9050 | 0.9513 |
| 0.3533        | 21.9355 | 680  | 0.9132          | -0.0644 | 0.9132 | 0.9556 |
| 0.3533        | 22.0    | 682  | 0.9249          | -0.1184 | 0.9249 | 0.9617 |
| 0.3533        | 22.0645 | 684  | 1.0336          | -0.0336 | 1.0336 | 1.0167 |
| 0.3533        | 22.1290 | 686  | 1.0758          | -0.1609 | 1.0758 | 1.0372 |
| 0.3533        | 22.1935 | 688  | 1.0309          | -0.0336 | 1.0309 | 1.0153 |
| 0.3533        | 22.2581 | 690  | 0.9443          | -0.1644 | 0.9443 | 0.9718 |
| 0.3533        | 22.3226 | 692  | 0.9172          | -0.0567 | 0.9172 | 0.9577 |
| 0.3533        | 22.3871 | 694  | 0.9039          | -0.0426 | 0.9039 | 0.9507 |
| 0.3533        | 22.4516 | 696  | 0.8733          | -0.0550 | 0.8733 | 0.9345 |
| 0.3533        | 22.5161 | 698  | 0.8463          | -0.1180 | 0.8463 | 0.9199 |
| 0.3533        | 22.5806 | 700  | 0.8535          | -0.0718 | 0.8535 | 0.9239 |
| 0.3533        | 22.6452 | 702  | 0.8433          | -0.0274 | 0.8433 | 0.9183 |
| 0.3533        | 22.7097 | 704  | 0.8626          | 0.0152  | 0.8626 | 0.9288 |
| 0.3533        | 22.7742 | 706  | 0.8630          | 0.0152  | 0.8630 | 0.9290 |
| 0.3533        | 22.8387 | 708  | 0.8616          | 0.0152  | 0.8616 | 0.9282 |
| 0.3533        | 22.9032 | 710  | 0.8491          | 0.0152  | 0.8491 | 0.9215 |
| 0.3533        | 22.9677 | 712  | 0.8423          | -0.0718 | 0.8423 | 0.9177 |
| 0.3533        | 23.0323 | 714  | 0.8412          | -0.0179 | 0.8412 | 0.9172 |
| 0.3533        | 23.0968 | 716  | 0.8523          | -0.0252 | 0.8523 | 0.9232 |
| 0.3533        | 23.1613 | 718  | 0.9183          | 0.0549  | 0.9183 | 0.9583 |
| 0.3533        | 23.2258 | 720  | 1.0366          | -0.0886 | 1.0366 | 1.0181 |
| 0.3533        | 23.2903 | 722  | 1.0981          | -0.1624 | 1.0981 | 1.0479 |
| 0.3533        | 23.3548 | 724  | 1.0275          | -0.0878 | 1.0275 | 1.0136 |
| 0.3533        | 23.4194 | 726  | 0.9667          | -0.0336 | 0.9667 | 0.9832 |
| 0.3533        | 23.4839 | 728  | 0.9381          | 0.0152  | 0.9381 | 0.9686 |
| 0.3533        | 23.5484 | 730  | 0.9586          | 0.0123  | 0.9586 | 0.9791 |
| 0.3533        | 23.6129 | 732  | 1.0331          | -0.0373 | 1.0331 | 1.0164 |
| 0.3533        | 23.6774 | 734  | 1.0560          | -0.0809 | 1.0560 | 1.0276 |
| 0.3533        | 23.7419 | 736  | 1.0007          | 0.0123  | 1.0007 | 1.0003 |
| 0.3533        | 23.8065 | 738  | 0.9469          | -0.0283 | 0.9469 | 0.9731 |
| 0.3533        | 23.8710 | 740  | 0.9338          | -0.0283 | 0.9338 | 0.9663 |
| 0.3533        | 23.9355 | 742  | 0.9192          | 0.0123  | 0.9192 | 0.9587 |
| 0.3533        | 24.0    | 744  | 0.8849          | 0.0152  | 0.8849 | 0.9407 |
| 0.3533        | 24.0645 | 746  | 0.8898          | -0.0274 | 0.8898 | 0.9433 |
| 0.3533        | 24.1290 | 748  | 0.9081          | -0.0274 | 0.9081 | 0.9530 |
| 0.3533        | 24.1935 | 750  | 0.9537          | -0.0336 | 0.9537 | 0.9766 |
| 0.3533        | 24.2581 | 752  | 1.0020          | -0.1209 | 1.0020 | 1.0010 |
| 0.3533        | 24.3226 | 754  | 1.0880          | -0.1268 | 1.0880 | 1.0431 |
| 0.3533        | 24.3871 | 756  | 1.0664          | -0.1597 | 1.0664 | 1.0326 |
| 0.3533        | 24.4516 | 758  | 0.9692          | -0.0336 | 0.9692 | 0.9845 |
| 0.3533        | 24.5161 | 760  | 0.9123          | -0.0204 | 0.9123 | 0.9551 |
| 0.3533        | 24.5806 | 762  | 0.9022          | 0.0338  | 0.9022 | 0.9498 |
| 0.3533        | 24.6452 | 764  | 0.9039          | 0.0247  | 0.9039 | 0.9507 |
| 0.3533        | 24.7097 | 766  | 0.9484          | -0.0788 | 0.9484 | 0.9739 |
| 0.3533        | 24.7742 | 768  | 1.0030          | -0.1214 | 1.0030 | 1.0015 |
| 0.3533        | 24.8387 | 770  | 1.0199          | -0.0490 | 1.0199 | 1.0099 |
| 0.3533        | 24.9032 | 772  | 1.0213          | -0.1214 | 1.0213 | 1.0106 |
| 0.3533        | 24.9677 | 774  | 0.9831          | -0.0408 | 0.9831 | 0.9915 |
| 0.3533        | 25.0323 | 776  | 0.9461          | -0.0316 | 0.9461 | 0.9727 |
| 0.3533        | 25.0968 | 778  | 0.9223          | -0.0295 | 0.9223 | 0.9604 |
| 0.3533        | 25.1613 | 780  | 0.9288          | -0.0316 | 0.9288 | 0.9637 |
| 0.3533        | 25.2258 | 782  | 0.9626          | -0.1203 | 0.9626 | 0.9811 |
| 0.3533        | 25.2903 | 784  | 0.9864          | -0.1609 | 0.9864 | 0.9932 |
| 0.3533        | 25.3548 | 786  | 0.9845          | -0.1206 | 0.9845 | 0.9922 |
| 0.3533        | 25.4194 | 788  | 0.9853          | -0.1209 | 0.9853 | 0.9926 |
| 0.3533        | 25.4839 | 790  | 0.9901          | -0.1206 | 0.9901 | 0.9950 |
| 0.3533        | 25.5484 | 792  | 0.9460          | -0.0295 | 0.9460 | 0.9726 |
| 0.3533        | 25.6129 | 794  | 0.9337          | 0.0183  | 0.9337 | 0.9663 |
| 0.3533        | 25.6774 | 796  | 0.9333          | -0.0295 | 0.9333 | 0.9661 |
| 0.3533        | 25.7419 | 798  | 0.9424          | -0.0295 | 0.9424 | 0.9708 |
| 0.3533        | 25.8065 | 800  | 0.9491          | -0.0336 | 0.9491 | 0.9742 |
| 0.3533        | 25.8710 | 802  | 0.9243          | -0.0718 | 0.9243 | 0.9614 |
| 0.3533        | 25.9355 | 804  | 0.9054          | -0.0690 | 0.9054 | 0.9515 |
| 0.3533        | 26.0    | 806  | 0.9126          | -0.0690 | 0.9126 | 0.9553 |
| 0.3533        | 26.0645 | 808  | 0.9179          | -0.0704 | 0.9179 | 0.9581 |
| 0.3533        | 26.1290 | 810  | 0.9459          | -0.0351 | 0.9459 | 0.9726 |
| 0.3533        | 26.1935 | 812  | 0.9690          | -0.0351 | 0.9690 | 0.9844 |
| 0.3533        | 26.2581 | 814  | 0.9590          | -0.0351 | 0.9590 | 0.9793 |
| 0.3533        | 26.3226 | 816  | 0.9509          | -0.0766 | 0.9509 | 0.9751 |
| 0.3533        | 26.3871 | 818  | 0.9774          | -0.0351 | 0.9774 | 0.9886 |
| 0.3533        | 26.4516 | 820  | 0.9912          | -0.0351 | 0.9912 | 0.9956 |
| 0.3533        | 26.5161 | 822  | 0.9700          | -0.0371 | 0.9700 | 0.9849 |
| 0.3533        | 26.5806 | 824  | 0.9351          | 0.0191  | 0.9351 | 0.9670 |
| 0.3533        | 26.6452 | 826  | 0.9257          | -0.0675 | 0.9257 | 0.9621 |
| 0.3533        | 26.7097 | 828  | 0.9343          | -0.1916 | 0.9343 | 0.9666 |
| 0.3533        | 26.7742 | 830  | 0.9381          | -0.1916 | 0.9381 | 0.9686 |
| 0.3533        | 26.8387 | 832  | 0.9803          | -0.0336 | 0.9803 | 0.9901 |
| 0.3533        | 26.9032 | 834  | 1.0315          | 0.0346  | 1.0315 | 1.0156 |
| 0.3533        | 26.9677 | 836  | 0.9989          | -0.0390 | 0.9989 | 0.9994 |
| 0.3533        | 27.0323 | 838  | 0.9308          | -0.1580 | 0.9308 | 0.9648 |
| 0.3533        | 27.0968 | 840  | 0.8890          | -0.0612 | 0.8890 | 0.9429 |
| 0.3533        | 27.1613 | 842  | 0.8760          | -0.0612 | 0.8760 | 0.9359 |
| 0.3533        | 27.2258 | 844  | 0.8730          | -0.0612 | 0.8730 | 0.9344 |
| 0.3533        | 27.2903 | 846  | 0.9099          | -0.0766 | 0.9099 | 0.9539 |
| 0.3533        | 27.3548 | 848  | 0.9649          | 0.0043  | 0.9649 | 0.9823 |
| 0.3533        | 27.4194 | 850  | 0.9738          | 0.0071  | 0.9738 | 0.9868 |
| 0.3533        | 27.4839 | 852  | 0.9721          | 0.0071  | 0.9721 | 0.9860 |
| 0.3533        | 27.5484 | 854  | 0.9545          | -0.1184 | 0.9545 | 0.9770 |
| 0.3533        | 27.6129 | 856  | 0.9683          | -0.0743 | 0.9683 | 0.9840 |
| 0.3533        | 27.6774 | 858  | 0.9631          | -0.0274 | 0.9631 | 0.9814 |
| 0.3533        | 27.7419 | 860  | 0.9434          | -0.0643 | 0.9434 | 0.9713 |
| 0.3533        | 27.8065 | 862  | 0.9486          | -0.1643 | 0.9486 | 0.9739 |
| 0.3533        | 27.8710 | 864  | 0.9420          | -0.1047 | 0.9420 | 0.9705 |
| 0.3533        | 27.9355 | 866  | 0.9289          | -0.0179 | 0.9289 | 0.9638 |
| 0.3533        | 28.0    | 868  | 0.9611          | -0.0755 | 0.9611 | 0.9804 |
| 0.3533        | 28.0645 | 870  | 0.9938          | -0.1261 | 0.9938 | 0.9969 |
| 0.3533        | 28.1290 | 872  | 0.9776          | -0.1259 | 0.9776 | 0.9887 |
| 0.3533        | 28.1935 | 874  | 0.9367          | -0.0767 | 0.9367 | 0.9678 |
| 0.3533        | 28.2581 | 876  | 0.8793          | -0.0252 | 0.8793 | 0.9377 |
| 0.3533        | 28.3226 | 878  | 0.8763          | -0.0218 | 0.8763 | 0.9361 |
| 0.3533        | 28.3871 | 880  | 0.9064          | -0.0274 | 0.9064 | 0.9521 |
| 0.3533        | 28.4516 | 882  | 0.9407          | -0.0336 | 0.9407 | 0.9699 |
| 0.3533        | 28.5161 | 884  | 0.9534          | -0.0336 | 0.9534 | 0.9764 |
| 0.3533        | 28.5806 | 886  | 1.0113          | -0.0861 | 1.0113 | 1.0057 |
| 0.3533        | 28.6452 | 888  | 1.0409          | -0.0571 | 1.0409 | 1.0203 |
| 0.3533        | 28.7097 | 890  | 0.9732          | -0.0459 | 0.9732 | 0.9865 |
| 0.3533        | 28.7742 | 892  | 0.8858          | -0.0336 | 0.8858 | 0.9412 |
| 0.3533        | 28.8387 | 894  | 0.8741          | -0.0152 | 0.8741 | 0.9350 |
| 0.3533        | 28.9032 | 896  | 0.9187          | -0.1592 | 0.9187 | 0.9585 |
| 0.3533        | 28.9677 | 898  | 0.9273          | -0.0320 | 0.9273 | 0.9630 |
| 0.3533        | 29.0323 | 900  | 0.9098          | -0.0145 | 0.9098 | 0.9538 |
| 0.3533        | 29.0968 | 902  | 0.9336          | -0.0274 | 0.9336 | 0.9662 |
| 0.3533        | 29.1613 | 904  | 0.9914          | -0.0778 | 0.9914 | 0.9957 |
| 0.3533        | 29.2258 | 906  | 0.9897          | -0.0778 | 0.9897 | 0.9948 |
| 0.3533        | 29.2903 | 908  | 0.9499          | -0.0228 | 0.9499 | 0.9746 |
| 0.3533        | 29.3548 | 910  | 0.9433          | -0.0583 | 0.9433 | 0.9712 |
| 0.3533        | 29.4194 | 912  | 0.9514          | -0.0541 | 0.9514 | 0.9754 |
| 0.3533        | 29.4839 | 914  | 0.9378          | -0.0628 | 0.9378 | 0.9684 |
| 0.3533        | 29.5484 | 916  | 0.9562          | -0.0718 | 0.9562 | 0.9779 |
| 0.3533        | 29.6129 | 918  | 1.0413          | -0.0861 | 1.0413 | 1.0205 |
| 0.3533        | 29.6774 | 920  | 1.0750          | -0.1265 | 1.0750 | 1.0368 |
| 0.3533        | 29.7419 | 922  | 1.0658          | -0.1267 | 1.0658 | 1.0324 |
| 0.3533        | 29.8065 | 924  | 0.9986          | -0.0852 | 0.9986 | 0.9993 |
| 0.3533        | 29.8710 | 926  | 0.9165          | 0.0159  | 0.9165 | 0.9573 |
| 0.3533        | 29.9355 | 928  | 0.8667          | -0.0179 | 0.8667 | 0.9310 |
| 0.3533        | 30.0    | 930  | 0.8498          | -0.0179 | 0.8498 | 0.9218 |
| 0.3533        | 30.0645 | 932  | 0.8485          | -0.0152 | 0.8485 | 0.9211 |
| 0.3533        | 30.1290 | 934  | 0.8631          | -0.0204 | 0.8631 | 0.9290 |
| 0.3533        | 30.1935 | 936  | 0.9139          | 0.0071  | 0.9139 | 0.9560 |
| 0.3533        | 30.2581 | 938  | 0.9648          | -0.0390 | 0.9648 | 0.9822 |
| 0.3533        | 30.3226 | 940  | 1.0243          | -0.0842 | 1.0243 | 1.0121 |
| 0.3533        | 30.3871 | 942  | 0.9985          | -0.1203 | 0.9985 | 0.9993 |
| 0.3533        | 30.4516 | 944  | 0.9425          | -0.0743 | 0.9425 | 0.9708 |
| 0.3533        | 30.5161 | 946  | 0.9238          | -0.0731 | 0.9238 | 0.9611 |
| 0.3533        | 30.5806 | 948  | 0.9528          | -0.0743 | 0.9528 | 0.9761 |
| 0.3533        | 30.6452 | 950  | 1.0162          | -0.1259 | 1.0162 | 1.0080 |
| 0.3533        | 30.7097 | 952  | 1.0482          | -0.0852 | 1.0482 | 1.0238 |
| 0.3533        | 30.7742 | 954  | 1.0496          | -0.1261 | 1.0496 | 1.0245 |
| 0.3533        | 30.8387 | 956  | 0.9880          | -0.1255 | 0.9880 | 0.9940 |
| 0.3533        | 30.9032 | 958  | 0.9366          | -0.0690 | 0.9366 | 0.9678 |
| 0.3533        | 30.9677 | 960  | 0.9595          | -0.0939 | 0.9595 | 0.9795 |
| 0.3533        | 31.0323 | 962  | 1.0076          | -0.0977 | 1.0076 | 1.0038 |
| 0.3533        | 31.0968 | 964  | 1.0084          | -0.1408 | 1.0084 | 1.0042 |
| 0.3533        | 31.1613 | 966  | 0.9870          | -0.0898 | 0.9870 | 0.9935 |
| 0.3533        | 31.2258 | 968  | 1.0064          | -0.0731 | 1.0064 | 1.0032 |
| 0.3533        | 31.2903 | 970  | 1.0557          | -0.1257 | 1.0557 | 1.0275 |
| 0.3533        | 31.3548 | 972  | 1.0836          | -0.1263 | 1.0836 | 1.0410 |
| 0.3533        | 31.4194 | 974  | 1.0738          | -0.1267 | 1.0738 | 1.0362 |
| 0.3533        | 31.4839 | 976  | 1.0154          | -0.0842 | 1.0154 | 1.0077 |
| 0.3533        | 31.5484 | 978  | 0.9223          | -0.0331 | 0.9223 | 0.9604 |
| 0.3533        | 31.6129 | 980  | 0.8939          | 0.0191  | 0.8939 | 0.9454 |
| 0.3533        | 31.6774 | 982  | 0.8952          | -0.0252 | 0.8952 | 0.9462 |
| 0.3533        | 31.7419 | 984  | 0.9142          | -0.0252 | 0.9142 | 0.9562 |
| 0.3533        | 31.8065 | 986  | 0.9285          | -0.0274 | 0.9285 | 0.9636 |
| 0.3533        | 31.8710 | 988  | 0.9123          | -0.0252 | 0.9123 | 0.9552 |
| 0.3533        | 31.9355 | 990  | 0.9133          | -0.0252 | 0.9133 | 0.9557 |
| 0.3533        | 32.0    | 992  | 0.9313          | -0.0295 | 0.9313 | 0.9651 |
| 0.3533        | 32.0645 | 994  | 0.9419          | -0.0295 | 0.9419 | 0.9705 |
| 0.3533        | 32.1290 | 996  | 0.9703          | -0.0351 | 0.9703 | 0.9850 |
| 0.3533        | 32.1935 | 998  | 0.9629          | -0.0351 | 0.9629 | 0.9813 |
| 0.069         | 32.2581 | 1000 | 0.9252          | -0.0204 | 0.9252 | 0.9619 |
| 0.069         | 32.3226 | 1002 | 0.9238          | -0.0179 | 0.9238 | 0.9611 |
| 0.069         | 32.3871 | 1004 | 0.9505          | -0.1395 | 0.9505 | 0.9750 |
| 0.069         | 32.4516 | 1006 | 0.9592          | -0.1459 | 0.9592 | 0.9794 |
| 0.069         | 32.5161 | 1008 | 0.9613          | -0.1060 | 0.9613 | 0.9804 |
| 0.069         | 32.5806 | 1010 | 0.9682          | -0.0204 | 0.9682 | 0.9840 |
| 0.069         | 32.6452 | 1012 | 0.9613          | -0.0204 | 0.9613 | 0.9805 |


### Framework versions

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