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aditeyabaral-redis
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langcache-reranker-v1

Text Ranking
sentence-transformers
Safetensors
English
modernbert
cross-encoder
text-classification
sentence-pair-classification
semantic-similarity
semantic-search
retrieval
reranking
Generated from Trainer
dataset_size:1047690
loss:BinaryCrossEntropyLoss
Eval Results
Model card Files
xet
Community
aditeyabaral-redis commited on
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1 Parent(s): 2fe6bcc

Add new CrossEncoder model

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Files changed (2) hide show
  1. README.md +290 -290
  2. model.safetensors +1 -1
README.md CHANGED
@@ -66,25 +66,25 @@ model-index:
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  type: test
67
  metrics:
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  - type: accuracy
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- value: 0.8956643717450541
70
  name: Accuracy
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  - type: accuracy_threshold
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- value: 0.5311535596847534
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  name: Accuracy Threshold
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  - type: f1
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- value: 0.8811608979844511
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  name: F1
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  - type: f1_threshold
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- value: 0.16244174540042877
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  name: F1 Threshold
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  - type: precision
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- value: 0.861967014569159
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  name: Precision
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  - type: recall
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- value: 0.9012290502793296
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  name: Recall
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  - type: average_precision
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- value: 0.9145977063753092
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  name: Average Precision
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  ---
90
 
@@ -188,13 +188,13 @@ You can finetune this model on your own dataset.
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189
  | Metric | val | test |
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  |:----------------------|:-----------|:-----------|
191
- | accuracy | 0.7718 | 0.8957 |
192
- | accuracy_threshold | 0.8927 | 0.5312 |
193
- | f1 | 0.6934 | 0.8812 |
194
- | f1_threshold | 0.8759 | 0.1624 |
195
- | precision | 0.6788 | 0.862 |
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- | recall | 0.7086 | 0.9012 |
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- | **average_precision** | **0.7676** | **0.9146** |
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  <!--
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  ## Bias, Risks and Limitations
@@ -324,7 +324,7 @@ You can finetune this model on your own dataset.
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  - `bf16_full_eval`: False
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  - `fp16_full_eval`: False
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  - `tf32`: None
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- - `local_rank`: 3
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  - `ddp_backend`: None
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  - `tpu_num_cores`: None
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  - `tpu_metrics_debug`: False
@@ -402,281 +402,281 @@ You can finetune this model on your own dataset.
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  ### Training Logs
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  <details><summary>Click to expand</summary>
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405
- | Epoch | Step | Training Loss | Validation Loss | val_average_precision | test_average_precision |
406
- |:-----------:|:----------:|:-------------:|:---------------:|:---------------------:|:----------------------:|
407
- | -1 | -1 | - | - | 0.7676 | 0.6907 |
408
- | 0.1833 | 1000 | 0.2986 | 0.3912 | - | 0.8789 |
409
- | 0.3666 | 2000 | 0.2465 | 0.3856 | - | 0.8828 |
410
- | 0.5499 | 3000 | 0.2287 | 0.3362 | - | 0.9054 |
411
- | 0.7331 | 4000 | 0.2171 | 0.3408 | - | 0.9037 |
412
- | 0.9164 | 5000 | 0.2068 | 0.3182 | - | 0.9139 |
413
- | 1.0997 | 6000 | 0.1991 | 0.3458 | - | 0.9242 |
414
- | 1.2830 | 7000 | 0.1939 | 0.3188 | - | 0.9009 |
415
- | 1.4663 | 8000 | 0.1917 | 0.3120 | - | 0.9255 |
416
- | 1.6496 | 9000 | 0.1906 | 0.3015 | - | 0.9272 |
417
- | 1.8328 | 10000 | 0.1884 | 0.2986 | - | 0.9328 |
418
- | 2.0161 | 11000 | 0.183 | 0.3065 | - | 0.9228 |
419
- | 2.1994 | 12000 | 0.1714 | 0.3046 | - | 0.9336 |
420
- | 2.3827 | 13000 | 0.1738 | 0.2994 | - | 0.9199 |
421
- | 2.5660 | 14000 | 0.1709 | 0.2965 | - | 0.9367 |
422
- | 2.7493 | 15000 | 0.1717 | 0.2911 | - | 0.9296 |
423
- | 2.9326 | 16000 | 0.1698 | 0.2900 | - | 0.9345 |
424
- | 3.1158 | 17000 | 0.16 | 0.2894 | - | 0.9337 |
425
- | 3.2991 | 18000 | 0.1589 | 0.2830 | - | 0.9358 |
426
- | 3.4824 | 19000 | 0.1574 | 0.2829 | - | 0.9378 |
427
- | 3.6657 | 20000 | 0.1572 | 0.2818 | - | 0.9360 |
428
- | 3.8490 | 21000 | 0.1587 | 0.2866 | - | 0.9361 |
429
- | 4.0323 | 22000 | 0.1543 | 0.2923 | - | 0.9383 |
430
- | 4.2155 | 23000 | 0.1445 | 0.2871 | - | 0.9396 |
431
- | 4.3988 | 24000 | 0.1447 | 0.2793 | - | 0.9388 |
432
- | 4.5821 | 25000 | 0.1473 | 0.2791 | - | 0.9400 |
433
- | 4.7654 | 26000 | 0.146 | 0.2700 | - | 0.9399 |
434
- | 4.9487 | 27000 | 0.1473 | 0.2697 | - | 0.9409 |
435
- | 5.1320 | 28000 | 0.1365 | 0.2810 | - | 0.9393 |
436
- | 5.3152 | 29000 | 0.1331 | 0.2764 | - | 0.9406 |
437
- | 5.4985 | 30000 | 0.1372 | 0.2794 | - | 0.9427 |
438
- | 5.6818 | 31000 | 0.1365 | 0.2751 | - | 0.9423 |
439
- | 5.8651 | 32000 | 0.1365 | 0.2724 | - | 0.9397 |
440
- | 6.0484 | 33000 | 0.1348 | 0.2767 | - | 0.9447 |
441
- | 6.2317 | 34000 | 0.1236 | 0.2840 | - | 0.9409 |
442
- | 6.4150 | 35000 | 0.1262 | 0.2845 | - | 0.9432 |
443
- | 6.5982 | 36000 | 0.1277 | 0.2781 | - | 0.9425 |
444
- | 6.7815 | 37000 | 0.129 | 0.2705 | - | 0.9440 |
445
- | 6.9648 | 38000 | 0.1279 | 0.2773 | - | 0.9407 |
446
- | 7.1481 | 39000 | 0.1173 | 0.2875 | - | 0.9411 |
447
- | 7.3314 | 40000 | 0.1175 | 0.2901 | - | 0.9452 |
448
- | 7.5147 | 41000 | 0.1174 | 0.2787 | - | 0.9441 |
449
- | 7.6979 | 42000 | 0.118 | 0.2879 | - | 0.9427 |
450
- | 7.8812 | 43000 | 0.1201 | 0.2826 | - | 0.9425 |
451
- | 8.0645 | 44000 | 0.1168 | 0.2851 | - | 0.9402 |
452
- | 8.2478 | 45000 | 0.1062 | 0.2913 | - | 0.9401 |
453
- | 8.4311 | 46000 | 0.1091 | 0.2918 | - | 0.9420 |
454
- | 8.6144 | 47000 | 0.1117 | 0.2799 | - | 0.9441 |
455
- | 8.7977 | 48000 | 0.1123 | 0.2762 | - | 0.9464 |
456
- | 8.9809 | 49000 | 0.1132 | 0.2772 | - | 0.9428 |
457
- | 9.1642 | 50000 | 0.1016 | 0.2943 | - | 0.9353 |
458
- | 9.3475 | 51000 | 0.1012 | 0.2879 | - | 0.9436 |
459
- | 9.5308 | 52000 | 0.1029 | 0.2851 | - | 0.9463 |
460
- | 9.7141 | 53000 | 0.105 | 0.2905 | - | 0.9458 |
461
- | 9.8974 | 54000 | 0.1062 | 0.2960 | - | 0.9462 |
462
- | 10.0806 | 55000 | 0.0996 | 0.2984 | - | 0.9440 |
463
- | 10.2639 | 56000 | 0.0924 | 0.2947 | - | 0.9447 |
464
- | 10.4472 | 57000 | 0.0939 | 0.2918 | - | 0.9442 |
465
- | 10.6305 | 58000 | 0.0977 | 0.2895 | - | 0.9447 |
466
- | 10.8138 | 59000 | 0.0977 | 0.2905 | - | 0.9412 |
467
- | 10.9971 | 60000 | 0.0985 | 0.2882 | - | 0.9470 |
468
- | 11.1804 | 61000 | 0.0857 | 0.3025 | - | 0.9438 |
469
- | 11.3636 | 62000 | 0.0869 | 0.2997 | - | 0.9468 |
470
- | 11.5469 | 63000 | 0.0886 | 0.3025 | - | 0.9448 |
471
- | 11.7302 | 64000 | 0.0901 | 0.3000 | - | 0.9466 |
472
- | 11.9135 | 65000 | 0.092 | 0.2913 | - | 0.9454 |
473
- | 12.0968 | 66000 | 0.085 | 0.3017 | - | 0.9447 |
474
- | 12.2801 | 67000 | 0.0801 | 0.3101 | - | 0.9449 |
475
- | 12.4633 | 68000 | 0.0823 | 0.3018 | - | 0.9457 |
476
- | 12.6466 | 69000 | 0.0841 | 0.2971 | - | 0.9420 |
477
- | 12.8299 | 70000 | 0.0855 | 0.3063 | - | 0.9452 |
478
- | 13.0132 | 71000 | 0.0854 | 0.3105 | - | 0.9456 |
479
- | 13.1965 | 72000 | 0.0744 | 0.3017 | - | 0.9466 |
480
- | 13.3798 | 73000 | 0.0763 | 0.3024 | - | 0.9466 |
481
- | 13.5630 | 74000 | 0.0777 | 0.2948 | - | 0.9431 |
482
- | 13.7463 | 75000 | 0.0791 | 0.3006 | - | 0.9459 |
483
- | 13.9296 | 76000 | 0.0803 | 0.3001 | - | 0.9454 |
484
- | 14.1129 | 77000 | 0.0721 | 0.3229 | - | 0.9432 |
485
- | 14.2962 | 78000 | 0.0692 | 0.3231 | - | 0.9420 |
486
- | 14.4795 | 79000 | 0.0703 | 0.3242 | - | 0.9466 |
487
- | 14.6628 | 80000 | 0.073 | 0.3078 | - | 0.9460 |
488
- | 14.8460 | 81000 | 0.073 | 0.3111 | - | 0.9461 |
489
- | 15.0293 | 82000 | 0.0731 | 0.3319 | - | 0.9460 |
490
- | 15.2126 | 83000 | 0.0629 | 0.3094 | - | 0.9450 |
491
- | 15.3959 | 84000 | 0.0644 | 0.3440 | - | 0.9368 |
492
- | 15.5792 | 85000 | 0.0673 | 0.3234 | - | 0.9456 |
493
- | 15.7625 | 86000 | 0.068 | 0.3192 | - | 0.9470 |
494
- | 15.9457 | 87000 | 0.0687 | 0.3097 | - | 0.9447 |
495
- | 16.1290 | 88000 | 0.0618 | 0.3379 | - | 0.9433 |
496
- | 16.3123 | 89000 | 0.0615 | 0.3192 | - | 0.9438 |
497
- | 16.4956 | 90000 | 0.0605 | 0.3303 | - | 0.9444 |
498
- | 16.6789 | 91000 | 0.0635 | 0.3154 | - | 0.9464 |
499
- | 16.8622 | 92000 | 0.0637 | 0.3324 | - | 0.9433 |
500
- | 17.0455 | 93000 | 0.0615 | 0.3365 | - | 0.9447 |
501
- | 17.2287 | 94000 | 0.056 | 0.3332 | - | 0.9455 |
502
- | 17.4120 | 95000 | 0.0567 | 0.3412 | - | 0.9470 |
503
- | 17.5953 | 96000 | 0.0571 | 0.3419 | - | 0.9470 |
504
- | 17.7786 | 97000 | 0.0589 | 0.3271 | - | 0.9469 |
505
- | 17.9619 | 98000 | 0.0588 | 0.3281 | - | 0.9465 |
506
- | 18.1452 | 99000 | 0.053 | 0.3282 | - | 0.9461 |
507
- | 18.3284 | 100000 | 0.0525 | 0.3414 | - | 0.9409 |
508
- | 18.5117 | 101000 | 0.0528 | 0.3263 | - | 0.9395 |
509
- | 18.6950 | 102000 | 0.0539 | 0.3363 | - | 0.9446 |
510
- | 18.8783 | 103000 | 0.056 | 0.3487 | - | 0.9462 |
511
- | 19.0616 | 104000 | 0.0528 | 0.3701 | - | 0.9441 |
512
- | 19.2449 | 105000 | 0.0464 | 0.3877 | - | 0.9468 |
513
- | 19.4282 | 106000 | 0.0499 | 0.3379 | - | 0.9466 |
514
- | 19.6114 | 107000 | 0.0496 | 0.3500 | - | 0.9464 |
515
- | 19.7947 | 108000 | 0.0502 | 0.3420 | - | 0.9440 |
516
- | 19.9780 | 109000 | 0.0519 | 0.3459 | - | 0.9386 |
517
- | 20.1613 | 110000 | 0.0443 | 0.3755 | - | 0.9439 |
518
- | 20.3446 | 111000 | 0.0449 | 0.3588 | - | 0.9454 |
519
- | 20.5279 | 112000 | 0.0448 | 0.3616 | - | 0.9447 |
520
- | 20.7111 | 113000 | 0.0471 | 0.3463 | - | 0.9427 |
521
- | 20.8944 | 114000 | 0.0474 | 0.3784 | - | 0.9456 |
522
- | 21.0777 | 115000 | 0.0451 | 0.3493 | - | 0.9448 |
523
- | 21.2610 | 116000 | 0.0415 | 0.3633 | - | 0.9449 |
524
- | 21.4443 | 117000 | 0.0412 | 0.3635 | - | 0.9416 |
525
- | 21.6276 | 118000 | 0.0441 | 0.3710 | - | 0.9452 |
526
- | 21.8109 | 119000 | 0.0427 | 0.3696 | - | 0.9418 |
527
- | 21.9941 | 120000 | 0.045 | 0.3571 | - | 0.9423 |
528
- | 22.1774 | 121000 | 0.0384 | 0.3815 | - | 0.9420 |
529
- | 22.3607 | 122000 | 0.0389 | 0.3832 | - | 0.9435 |
530
- | 22.5440 | 123000 | 0.0397 | 0.3773 | - | 0.9451 |
531
- | 22.7273 | 124000 | 0.0402 | 0.3977 | - | 0.9413 |
532
- | 22.9106 | 125000 | 0.0399 | 0.3870 | - | 0.9454 |
533
- | 23.0938 | 126000 | 0.0376 | 0.3820 | - | 0.9438 |
534
- | 23.2771 | 127000 | 0.0362 | 0.3755 | - | 0.9429 |
535
- | 23.4604 | 128000 | 0.0358 | 0.3915 | - | 0.9420 |
536
- | 23.6437 | 129000 | 0.0368 | 0.3688 | - | 0.9433 |
537
- | 23.8270 | 130000 | 0.0374 | 0.4068 | - | 0.9430 |
538
- | 24.0103 | 131000 | 0.0376 | 0.4155 | - | 0.9465 |
539
- | 24.1935 | 132000 | 0.0325 | 0.3967 | - | 0.9444 |
540
- | 24.3768 | 133000 | 0.0333 | 0.4209 | - | 0.9449 |
541
- | 24.5601 | 134000 | 0.0335 | 0.4018 | - | 0.9438 |
542
- | 24.7434 | 135000 | 0.0343 | 0.4250 | - | 0.9433 |
543
- | 24.9267 | 136000 | 0.0345 | 0.4185 | - | 0.9428 |
544
- | 25.1100 | 137000 | 0.0316 | 0.4075 | - | 0.9395 |
545
- | 25.2933 | 138000 | 0.0299 | 0.4096 | - | 0.9415 |
546
- | 25.4765 | 139000 | 0.0294 | 0.4135 | - | 0.9416 |
547
- | 25.6598 | 140000 | 0.0317 | 0.3997 | - | 0.9447 |
548
- | 25.8431 | 141000 | 0.0328 | 0.4093 | - | 0.9440 |
549
- | 26.0264 | 142000 | 0.0317 | 0.4361 | - | 0.9447 |
550
- | 26.2097 | 143000 | 0.027 | 0.4347 | - | 0.9419 |
551
- | 26.3930 | 144000 | 0.0281 | 0.4149 | - | 0.9436 |
552
- | 26.5762 | 145000 | 0.0283 | 0.4151 | - | 0.9394 |
553
- | 26.7595 | 146000 | 0.0302 | 0.4041 | - | 0.9428 |
554
- | 26.9428 | 147000 | 0.0301 | 0.4265 | - | 0.9448 |
555
- | 27.1261 | 148000 | 0.026 | 0.4223 | - | 0.9430 |
556
- | 27.3094 | 149000 | 0.0267 | 0.4237 | - | 0.9426 |
557
- | 27.4927 | 150000 | 0.0268 | 0.4281 | - | 0.9411 |
558
- | 27.6760 | 151000 | 0.0262 | 0.4193 | - | 0.9442 |
559
- | 27.8592 | 152000 | 0.0262 | 0.4412 | - | 0.9393 |
560
- | 28.0425 | 153000 | 0.0261 | 0.4795 | - | 0.9434 |
561
- | 28.2258 | 154000 | 0.024 | 0.4519 | - | 0.9386 |
562
- | 28.4091 | 155000 | 0.024 | 0.4395 | - | 0.9411 |
563
- | 28.5924 | 156000 | 0.025 | 0.4549 | - | 0.9409 |
564
- | 28.7757 | 157000 | 0.0253 | 0.4446 | - | 0.9414 |
565
- | 28.9589 | 158000 | 0.0258 | 0.4349 | - | 0.9431 |
566
- | 29.1422 | 159000 | 0.0211 | 0.4490 | - | 0.9404 |
567
- | 29.3255 | 160000 | 0.0218 | 0.4538 | - | 0.9417 |
568
- | 29.5088 | 161000 | 0.0217 | 0.4771 | - | 0.9410 |
569
- | 29.6921 | 162000 | 0.0228 | 0.4238 | - | 0.9405 |
570
- | 29.8754 | 163000 | 0.022 | 0.4731 | - | 0.9403 |
571
- | 30.0587 | 164000 | 0.0227 | 0.4630 | - | 0.9380 |
572
- | 30.2419 | 165000 | 0.0197 | 0.4840 | - | 0.9402 |
573
- | 30.4252 | 166000 | 0.0198 | 0.4799 | - | 0.9397 |
574
- | 30.6085 | 167000 | 0.022 | 0.4650 | - | 0.9443 |
575
- | 30.7918 | 168000 | 0.0211 | 0.4592 | - | 0.9377 |
576
- | 30.9751 | 169000 | 0.022 | 0.4727 | - | 0.9420 |
577
- | 31.1584 | 170000 | 0.0184 | 0.4802 | - | 0.9420 |
578
- | 31.3416 | 171000 | 0.0186 | 0.4953 | - | 0.9429 |
579
- | 31.5249 | 172000 | 0.0187 | 0.4516 | - | 0.9454 |
580
- | 31.7082 | 173000 | 0.019 | 0.4803 | - | 0.9449 |
581
- | 31.8915 | 174000 | 0.0186 | 0.4499 | - | 0.9456 |
582
- | 32.0748 | 175000 | 0.0181 | 0.5211 | - | 0.9410 |
583
- | 32.2581 | 176000 | 0.0163 | 0.4941 | - | 0.9439 |
584
- | 32.4413 | 177000 | 0.0168 | 0.4672 | - | 0.9443 |
585
- | 32.6246 | 178000 | 0.0171 | 0.4990 | - | 0.9412 |
586
- | 32.8079 | 179000 | 0.0185 | 0.4537 | - | 0.9433 |
587
- | 32.9912 | 180000 | 0.0179 | 0.4929 | - | 0.9422 |
588
- | 33.1745 | 181000 | 0.0144 | 0.5037 | - | 0.9458 |
589
- | 33.3578 | 182000 | 0.0143 | 0.4986 | - | 0.9423 |
590
- | 33.5411 | 183000 | 0.016 | 0.5043 | - | 0.9420 |
591
- | 33.7243 | 184000 | 0.0152 | 0.5090 | - | 0.9410 |
592
- | 33.9076 | 185000 | 0.0154 | 0.5100 | - | 0.9411 |
593
- | 34.0909 | 186000 | 0.0146 | 0.5367 | - | 0.9410 |
594
- | 34.2742 | 187000 | 0.0138 | 0.5063 | - | 0.9416 |
595
- | 34.4575 | 188000 | 0.0143 | 0.4871 | - | 0.9434 |
596
- | 34.6408 | 189000 | 0.014 | 0.4947 | - | 0.9450 |
597
- | 34.8240 | 190000 | 0.0142 | 0.5079 | - | 0.9427 |
598
- | 35.0073 | 191000 | 0.014 | 0.5062 | - | 0.9445 |
599
- | 35.1906 | 192000 | 0.0122 | 0.5293 | - | 0.9442 |
600
- | 35.3739 | 193000 | 0.0127 | 0.5351 | - | 0.9435 |
601
- | 35.5572 | 194000 | 0.0132 | 0.5263 | - | 0.9425 |
602
- | 35.7405 | 195000 | 0.0134 | 0.5300 | - | 0.9437 |
603
- | 35.9238 | 196000 | 0.0138 | 0.5230 | - | 0.9397 |
604
- | 36.1070 | 197000 | 0.0129 | 0.5399 | - | 0.9446 |
605
- | 36.2903 | 198000 | 0.0109 | 0.5352 | - | 0.9436 |
606
- | 36.4736 | 199000 | 0.0114 | 0.5587 | - | 0.9412 |
607
- | 36.6569 | 200000 | 0.012 | 0.5289 | - | 0.9302 |
608
- | 36.8402 | 201000 | 0.012 | 0.5516 | - | 0.9417 |
609
- | 37.0235 | 202000 | 0.0121 | 0.5467 | - | 0.9455 |
610
- | 37.2067 | 203000 | 0.0108 | 0.5499 | - | 0.9417 |
611
- | 37.3900 | 204000 | 0.0107 | 0.5459 | - | 0.9394 |
612
- | 37.5733 | 205000 | 0.0105 | 0.5375 | - | 0.9442 |
613
- | 37.7566 | 206000 | 0.0109 | 0.5566 | - | 0.9405 |
614
- | 37.9399 | 207000 | 0.011 | 0.5601 | - | 0.9378 |
615
- | 38.1232 | 208000 | 0.0095 | 0.5700 | - | 0.9381 |
616
- | 38.3065 | 209000 | 0.0098 | 0.5493 | - | 0.9402 |
617
- | 38.4897 | 210000 | 0.0093 | 0.5867 | - | 0.9416 |
618
- | 38.6730 | 211000 | 0.0095 | 0.6087 | - | 0.9403 |
619
- | 38.8563 | 212000 | 0.0096 | 0.5888 | - | 0.9403 |
620
- | 39.0396 | 213000 | 0.0094 | 0.5806 | - | 0.9424 |
621
- | 39.2229 | 214000 | 0.0087 | 0.5927 | - | 0.9396 |
622
- | 39.4062 | 215000 | 0.0079 | 0.6153 | - | 0.9383 |
623
- | 39.5894 | 216000 | 0.009 | 0.6151 | - | 0.9388 |
624
- | 39.7727 | 217000 | 0.009 | 0.5601 | - | 0.9407 |
625
- | 39.9560 | 218000 | 0.0086 | 0.5845 | - | 0.9401 |
626
- | 40.1393 | 219000 | 0.0078 | 0.5929 | - | 0.9399 |
627
- | 40.3226 | 220000 | 0.0077 | 0.6086 | - | 0.9398 |
628
- | 40.5059 | 221000 | 0.0075 | 0.6053 | - | 0.9413 |
629
- | 40.6891 | 222000 | 0.008 | 0.6078 | - | 0.9408 |
630
- | 40.8724 | 223000 | 0.0084 | 0.5975 | - | 0.9390 |
631
- | 41.0557 | 224000 | 0.0068 | 0.6410 | - | 0.9348 |
632
- | 41.2390 | 225000 | 0.0067 | 0.6183 | - | 0.9405 |
633
- | 41.4223 | 226000 | 0.0067 | 0.6239 | - | 0.9372 |
634
- | 41.6056 | 227000 | 0.0075 | 0.5971 | - | 0.9435 |
635
- | 41.7889 | 228000 | 0.0069 | 0.6458 | - | 0.9409 |
636
- | 41.9721 | 229000 | 0.0073 | 0.6289 | - | 0.9421 |
637
- | 42.1554 | 230000 | 0.0061 | 0.6311 | - | 0.9397 |
638
- | 42.3387 | 231000 | 0.0064 | 0.6371 | - | 0.9409 |
639
- | 42.5220 | 232000 | 0.0067 | 0.6119 | - | 0.9460 |
640
- | **42.7053** | **233000** | **0.0068** | **0.6045** | **-** | **0.942** |
641
- | 42.8886 | 234000 | 0.0064 | 0.6246 | - | 0.9394 |
642
- | 43.0718 | 235000 | 0.0066 | 0.6077 | - | 0.9362 |
643
- | 43.2551 | 236000 | 0.0054 | 0.6348 | - | 0.9344 |
644
- | 43.4384 | 237000 | 0.0053 | 0.6606 | - | 0.9401 |
645
- | 43.6217 | 238000 | 0.0054 | 0.6373 | - | 0.9423 |
646
- | 43.8050 | 239000 | 0.006 | 0.6122 | - | 0.9422 |
647
- | 43.9883 | 240000 | 0.0058 | 0.6438 | - | 0.9417 |
648
- | 44.1716 | 241000 | 0.0051 | 0.6474 | - | 0.9386 |
649
- | 44.3548 | 242000 | 0.0049 | 0.6637 | - | 0.9404 |
650
- | 44.5381 | 243000 | 0.005 | 0.6765 | - | 0.9414 |
651
- | 44.7214 | 244000 | 0.0052 | 0.6585 | - | 0.9421 |
652
- | 44.9047 | 245000 | 0.005 | 0.6609 | - | 0.9389 |
653
- | 45.0880 | 246000 | 0.0048 | 0.6725 | - | 0.9370 |
654
- | 45.2713 | 247000 | 0.0044 | 0.6597 | - | 0.9408 |
655
- | 45.4545 | 248000 | 0.0045 | 0.6717 | - | 0.9341 |
656
- | 45.6378 | 249000 | 0.0046 | 0.6689 | - | 0.9353 |
657
- | 45.8211 | 250000 | 0.0046 | 0.6703 | - | 0.9352 |
658
- | 46.0044 | 251000 | 0.0044 | 0.6958 | - | 0.9376 |
659
- | 46.1877 | 252000 | 0.0041 | 0.6884 | - | 0.9357 |
660
- | 46.3710 | 253000 | 0.0041 | 0.6958 | - | 0.9362 |
661
- | 46.5543 | 254000 | 0.004 | 0.6796 | - | 0.9357 |
662
- | 46.7375 | 255000 | 0.0042 | 0.6735 | - | 0.9338 |
663
- | 46.9208 | 256000 | 0.004 | 0.7004 | - | 0.9354 |
664
- | 47.1041 | 257000 | 0.0041 | 0.6798 | - | 0.9333 |
665
- | 47.2874 | 258000 | 0.0036 | 0.7039 | - | 0.9343 |
666
- | 47.4707 | 259000 | 0.0037 | 0.7133 | - | 0.9326 |
667
- | 47.6540 | 260000 | 0.0033 | 0.7200 | - | 0.9309 |
668
- | 47.8372 | 261000 | 0.0038 | 0.7204 | - | 0.9223 |
669
- | 48.0205 | 262000 | 0.0034 | 0.7214 | - | 0.9185 |
670
- | 48.2038 | 263000 | 0.0037 | 0.7077 | - | 0.9245 |
671
- | 48.3871 | 264000 | 0.0033 | 0.7218 | - | 0.9201 |
672
- | 48.5704 | 265000 | 0.0033 | 0.7258 | - | 0.9189 |
673
- | 48.7537 | 266000 | 0.0034 | 0.7215 | - | 0.9176 |
674
- | 48.9370 | 267000 | 0.0031 | 0.7300 | - | 0.9141 |
675
- | 49.1202 | 268000 | 0.0033 | 0.7242 | - | 0.9136 |
676
- | 49.3035 | 269000 | 0.0028 | 0.7320 | - | 0.9135 |
677
- | 49.4868 | 270000 | 0.003 | 0.7397 | - | 0.9141 |
678
- | 49.6701 | 271000 | 0.0029 | 0.7410 | - | 0.9152 |
679
- | 49.8534 | 272000 | 0.0029 | 0.7426 | - | 0.9146 |
680
 
681
  * The bold row denotes the saved checkpoint.
682
  </details>
 
66
  type: test
67
  metrics:
68
  - type: accuracy
69
+ value: 0.8947292046242402
70
  name: Accuracy
71
  - type: accuracy_threshold
72
+ value: 0.8615613579750061
73
  name: Accuracy Threshold
74
  - type: f1
75
+ value: 0.8797439414723366
76
  name: F1
77
  - type: f1_threshold
78
+ value: 0.503699541091919
79
  name: F1 Threshold
80
  - type: precision
81
+ value: 0.8643306379155435
82
  name: Precision
83
  - type: recall
84
+ value: 0.8957169459962756
85
  name: Recall
86
  - type: average_precision
87
+ value: 0.934515467879065
88
  name: Average Precision
89
  ---
90
 
 
188
 
189
  | Metric | val | test |
190
  |:----------------------|:-----------|:-----------|
191
+ | accuracy | 0.7718 | 0.8947 |
192
+ | accuracy_threshold | 0.8927 | 0.8616 |
193
+ | f1 | 0.6934 | 0.8797 |
194
+ | f1_threshold | 0.8759 | 0.5037 |
195
+ | precision | 0.6788 | 0.8643 |
196
+ | recall | 0.7086 | 0.8957 |
197
+ | **average_precision** | **0.7676** | **0.9345** |
198
 
199
  <!--
200
  ## Bias, Risks and Limitations
 
324
  - `bf16_full_eval`: False
325
  - `fp16_full_eval`: False
326
  - `tf32`: None
327
+ - `local_rank`: 0
328
  - `ddp_backend`: None
329
  - `tpu_num_cores`: None
330
  - `tpu_metrics_debug`: False
 
402
  ### Training Logs
403
  <details><summary>Click to expand</summary>
404
 
405
+ | Epoch | Step | Training Loss | Validation Loss | val_average_precision | test_average_precision |
406
+ |:----------:|:----------:|:-------------:|:---------------:|:---------------------:|:----------------------:|
407
+ | -1 | -1 | - | - | 0.7676 | 0.6907 |
408
+ | 0.1833 | 1000 | 0.2986 | 0.3912 | - | 0.8585 |
409
+ | 0.3666 | 2000 | 0.2465 | 0.3856 | - | 0.8956 |
410
+ | 0.5499 | 3000 | 0.2287 | 0.3362 | - | 0.9160 |
411
+ | 0.7331 | 4000 | 0.2171 | 0.3408 | - | 0.9071 |
412
+ | 0.9164 | 5000 | 0.2068 | 0.3182 | - | 0.9220 |
413
+ | 1.0997 | 6000 | 0.1991 | 0.3458 | - | 0.8686 |
414
+ | 1.2830 | 7000 | 0.1939 | 0.3188 | - | 0.9244 |
415
+ | 1.4663 | 8000 | 0.1917 | 0.3120 | - | 0.9287 |
416
+ | 1.6496 | 9000 | 0.1906 | 0.3015 | - | 0.9279 |
417
+ | 1.8328 | 10000 | 0.1884 | 0.2986 | - | 0.9316 |
418
+ | 2.0161 | 11000 | 0.183 | 0.3065 | - | 0.9320 |
419
+ | 2.1994 | 12000 | 0.1714 | 0.3046 | - | 0.9180 |
420
+ | 2.3827 | 13000 | 0.1738 | 0.2994 | - | 0.9315 |
421
+ | 2.5660 | 14000 | 0.1709 | 0.2965 | - | 0.9347 |
422
+ | 2.7493 | 15000 | 0.1717 | 0.2911 | - | 0.9309 |
423
+ | 2.9326 | 16000 | 0.1698 | 0.2900 | - | 0.9354 |
424
+ | 3.1158 | 17000 | 0.16 | 0.2894 | - | 0.9377 |
425
+ | 3.2991 | 18000 | 0.1589 | 0.2830 | - | 0.9356 |
426
+ | 3.4824 | 19000 | 0.1574 | 0.2829 | - | 0.9337 |
427
+ | 3.6657 | 20000 | 0.1572 | 0.2818 | - | 0.9324 |
428
+ | 3.8490 | 21000 | 0.1587 | 0.2866 | - | 0.9365 |
429
+ | 4.0323 | 22000 | 0.1543 | 0.2923 | - | 0.9389 |
430
+ | 4.2155 | 23000 | 0.1445 | 0.2871 | - | 0.9430 |
431
+ | 4.3988 | 24000 | 0.1447 | 0.2793 | - | 0.9429 |
432
+ | 4.5821 | 25000 | 0.1473 | 0.2791 | - | 0.9386 |
433
+ | 4.7654 | 26000 | 0.146 | 0.2700 | - | 0.9417 |
434
+ | 4.9487 | 27000 | 0.1473 | 0.2697 | - | 0.9419 |
435
+ | 5.1320 | 28000 | 0.1365 | 0.2810 | - | 0.9411 |
436
+ | 5.3152 | 29000 | 0.1331 | 0.2764 | - | 0.9397 |
437
+ | 5.4985 | 30000 | 0.1372 | 0.2794 | - | 0.9416 |
438
+ | 5.6818 | 31000 | 0.1365 | 0.2751 | - | 0.9408 |
439
+ | 5.8651 | 32000 | 0.1365 | 0.2724 | - | 0.9411 |
440
+ | 6.0484 | 33000 | 0.1348 | 0.2767 | - | 0.9378 |
441
+ | 6.2317 | 34000 | 0.1236 | 0.2840 | - | 0.9388 |
442
+ | 6.4150 | 35000 | 0.1262 | 0.2845 | - | 0.9437 |
443
+ | 6.5982 | 36000 | 0.1277 | 0.2781 | - | 0.9446 |
444
+ | 6.7815 | 37000 | 0.129 | 0.2705 | - | 0.9427 |
445
+ | 6.9648 | 38000 | 0.1279 | 0.2773 | - | 0.9381 |
446
+ | 7.1481 | 39000 | 0.1173 | 0.2875 | - | 0.9420 |
447
+ | 7.3314 | 40000 | 0.1175 | 0.2901 | - | 0.9438 |
448
+ | 7.5147 | 41000 | 0.1174 | 0.2787 | - | 0.9420 |
449
+ | 7.6979 | 42000 | 0.118 | 0.2879 | - | 0.9424 |
450
+ | 7.8812 | 43000 | 0.1201 | 0.2826 | - | 0.9450 |
451
+ | 8.0645 | 44000 | 0.1168 | 0.2851 | - | 0.9419 |
452
+ | 8.2478 | 45000 | 0.1062 | 0.2913 | - | 0.9450 |
453
+ | 8.4311 | 46000 | 0.1091 | 0.2918 | - | 0.9454 |
454
+ | 8.6144 | 47000 | 0.1117 | 0.2799 | - | 0.9445 |
455
+ | 8.7977 | 48000 | 0.1123 | 0.2762 | - | 0.9443 |
456
+ | 8.9809 | 49000 | 0.1132 | 0.2772 | - | 0.9455 |
457
+ | 9.1642 | 50000 | 0.1016 | 0.2943 | - | 0.9433 |
458
+ | 9.3475 | 51000 | 0.1012 | 0.2879 | - | 0.9441 |
459
+ | 9.5308 | 52000 | 0.1029 | 0.2851 | - | 0.9442 |
460
+ | 9.7141 | 53000 | 0.105 | 0.2905 | - | 0.9448 |
461
+ | 9.8974 | 54000 | 0.1062 | 0.2960 | - | 0.9425 |
462
+ | 10.0806 | 55000 | 0.0996 | 0.2984 | - | 0.9430 |
463
+ | 10.2639 | 56000 | 0.0924 | 0.2947 | - | 0.9432 |
464
+ | 10.4472 | 57000 | 0.0939 | 0.2918 | - | 0.9421 |
465
+ | 10.6305 | 58000 | 0.0977 | 0.2895 | - | 0.9438 |
466
+ | 10.8138 | 59000 | 0.0977 | 0.2905 | - | 0.9446 |
467
+ | 10.9971 | 60000 | 0.0985 | 0.2882 | - | 0.9403 |
468
+ | 11.1804 | 61000 | 0.0857 | 0.3025 | - | 0.9435 |
469
+ | 11.3636 | 62000 | 0.0869 | 0.2997 | - | 0.9450 |
470
+ | 11.5469 | 63000 | 0.0886 | 0.3025 | - | 0.9459 |
471
+ | 11.7302 | 64000 | 0.0901 | 0.3000 | - | 0.9443 |
472
+ | 11.9135 | 65000 | 0.092 | 0.2913 | - | 0.9424 |
473
+ | 12.0968 | 66000 | 0.085 | 0.3017 | - | 0.9443 |
474
+ | 12.2801 | 67000 | 0.0801 | 0.3101 | - | 0.9449 |
475
+ | 12.4633 | 68000 | 0.0823 | 0.3018 | - | 0.9468 |
476
+ | 12.6466 | 69000 | 0.0841 | 0.2971 | - | 0.9457 |
477
+ | 12.8299 | 70000 | 0.0855 | 0.3063 | - | 0.9428 |
478
+ | 13.0132 | 71000 | 0.0854 | 0.3105 | - | 0.9436 |
479
+ | 13.1965 | 72000 | 0.0744 | 0.3017 | - | 0.9451 |
480
+ | 13.3798 | 73000 | 0.0763 | 0.3024 | - | 0.9425 |
481
+ | 13.5630 | 74000 | 0.0777 | 0.2948 | - | 0.9461 |
482
+ | 13.7463 | 75000 | 0.0791 | 0.3006 | - | 0.9466 |
483
+ | 13.9296 | 76000 | 0.0803 | 0.3001 | - | 0.9446 |
484
+ | 14.1129 | 77000 | 0.0721 | 0.3229 | - | 0.9445 |
485
+ | 14.2962 | 78000 | 0.0692 | 0.3231 | - | 0.9437 |
486
+ | 14.4795 | 79000 | 0.0703 | 0.3242 | - | 0.9458 |
487
+ | 14.6628 | 80000 | 0.073 | 0.3078 | - | 0.9469 |
488
+ | 14.8460 | 81000 | 0.073 | 0.3111 | - | 0.9448 |
489
+ | 15.0293 | 82000 | 0.0731 | 0.3319 | - | 0.9459 |
490
+ | 15.2126 | 83000 | 0.0629 | 0.3094 | - | 0.9464 |
491
+ | 15.3959 | 84000 | 0.0644 | 0.3440 | - | 0.9427 |
492
+ | 15.5792 | 85000 | 0.0673 | 0.3234 | - | 0.9457 |
493
+ | 15.7625 | 86000 | 0.068 | 0.3192 | - | 0.9430 |
494
+ | 15.9457 | 87000 | 0.0687 | 0.3097 | - | 0.9428 |
495
+ | 16.1290 | 88000 | 0.0618 | 0.3379 | - | 0.9466 |
496
+ | 16.3123 | 89000 | 0.0615 | 0.3192 | - | 0.9436 |
497
+ | 16.4956 | 90000 | 0.0605 | 0.3303 | - | 0.9452 |
498
+ | 16.6789 | 91000 | 0.0635 | 0.3154 | - | 0.9445 |
499
+ | 16.8622 | 92000 | 0.0637 | 0.3324 | - | 0.9467 |
500
+ | 17.0455 | 93000 | 0.0615 | 0.3365 | - | 0.9424 |
501
+ | 17.2287 | 94000 | 0.056 | 0.3332 | - | 0.9446 |
502
+ | 17.4120 | 95000 | 0.0567 | 0.3412 | - | 0.9432 |
503
+ | 17.5953 | 96000 | 0.0571 | 0.3419 | - | 0.9444 |
504
+ | 17.7786 | 97000 | 0.0589 | 0.3271 | - | 0.9403 |
505
+ | 17.9619 | 98000 | 0.0588 | 0.3281 | - | 0.9440 |
506
+ | 18.1452 | 99000 | 0.053 | 0.3282 | - | 0.9475 |
507
+ | 18.3284 | 100000 | 0.0525 | 0.3414 | - | 0.9470 |
508
+ | 18.5117 | 101000 | 0.0528 | 0.3263 | - | 0.9450 |
509
+ | 18.6950 | 102000 | 0.0539 | 0.3363 | - | 0.9428 |
510
+ | 18.8783 | 103000 | 0.056 | 0.3487 | - | 0.9454 |
511
+ | 19.0616 | 104000 | 0.0528 | 0.3701 | - | 0.9465 |
512
+ | 19.2449 | 105000 | 0.0464 | 0.3877 | - | 0.9328 |
513
+ | 19.4282 | 106000 | 0.0499 | 0.3379 | - | 0.9451 |
514
+ | 19.6114 | 107000 | 0.0496 | 0.3500 | - | 0.9442 |
515
+ | 19.7947 | 108000 | 0.0502 | 0.3420 | - | 0.9444 |
516
+ | 19.9780 | 109000 | 0.0519 | 0.3459 | - | 0.9442 |
517
+ | 20.1613 | 110000 | 0.0443 | 0.3755 | - | 0.9449 |
518
+ | 20.3446 | 111000 | 0.0449 | 0.3588 | - | 0.9447 |
519
+ | 20.5279 | 112000 | 0.0448 | 0.3616 | - | 0.9448 |
520
+ | 20.7111 | 113000 | 0.0471 | 0.3463 | - | 0.9426 |
521
+ | 20.8944 | 114000 | 0.0474 | 0.3784 | - | 0.9400 |
522
+ | 21.0777 | 115000 | 0.0451 | 0.3493 | - | 0.9447 |
523
+ | 21.2610 | 116000 | 0.0415 | 0.3633 | - | 0.9448 |
524
+ | 21.4443 | 117000 | 0.0412 | 0.3635 | - | 0.9472 |
525
+ | 21.6276 | 118000 | 0.0441 | 0.3710 | - | 0.9454 |
526
+ | 21.8109 | 119000 | 0.0427 | 0.3696 | - | 0.9459 |
527
+ | 21.9941 | 120000 | 0.045 | 0.3571 | - | 0.9440 |
528
+ | 22.1774 | 121000 | 0.0384 | 0.3815 | - | 0.9431 |
529
+ | 22.3607 | 122000 | 0.0389 | 0.3832 | - | 0.9428 |
530
+ | 22.5440 | 123000 | 0.0397 | 0.3773 | - | 0.9461 |
531
+ | 22.7273 | 124000 | 0.0402 | 0.3977 | - | 0.9415 |
532
+ | 22.9106 | 125000 | 0.0399 | 0.3870 | - | 0.9354 |
533
+ | 23.0938 | 126000 | 0.0376 | 0.3820 | - | 0.9409 |
534
+ | 23.2771 | 127000 | 0.0362 | 0.3755 | - | 0.9411 |
535
+ | 23.4604 | 128000 | 0.0358 | 0.3915 | - | 0.9461 |
536
+ | 23.6437 | 129000 | 0.0368 | 0.3688 | - | 0.9411 |
537
+ | 23.8270 | 130000 | 0.0374 | 0.4068 | - | 0.9427 |
538
+ | 24.0103 | 131000 | 0.0376 | 0.4155 | - | 0.9445 |
539
+ | 24.1935 | 132000 | 0.0325 | 0.3967 | - | 0.9434 |
540
+ | 24.3768 | 133000 | 0.0333 | 0.4209 | - | 0.9425 |
541
+ | 24.5601 | 134000 | 0.0335 | 0.4018 | - | 0.9432 |
542
+ | 24.7434 | 135000 | 0.0343 | 0.4250 | - | 0.9443 |
543
+ | 24.9267 | 136000 | 0.0345 | 0.4185 | - | 0.9414 |
544
+ | 25.1100 | 137000 | 0.0316 | 0.4075 | - | 0.9454 |
545
+ | 25.2933 | 138000 | 0.0299 | 0.4096 | - | 0.9454 |
546
+ | 25.4765 | 139000 | 0.0294 | 0.4135 | - | 0.9459 |
547
+ | 25.6598 | 140000 | 0.0317 | 0.3997 | - | 0.9445 |
548
+ | 25.8431 | 141000 | 0.0328 | 0.4093 | - | 0.9438 |
549
+ | 26.0264 | 142000 | 0.0317 | 0.4361 | - | 0.9404 |
550
+ | 26.2097 | 143000 | 0.027 | 0.4347 | - | 0.9454 |
551
+ | 26.3930 | 144000 | 0.0281 | 0.4149 | - | 0.9413 |
552
+ | 26.5762 | 145000 | 0.0283 | 0.4151 | - | 0.9454 |
553
+ | 26.7595 | 146000 | 0.0302 | 0.4041 | - | 0.9416 |
554
+ | 26.9428 | 147000 | 0.0301 | 0.4265 | - | 0.9340 |
555
+ | 27.1261 | 148000 | 0.026 | 0.4223 | - | 0.9426 |
556
+ | 27.3094 | 149000 | 0.0267 | 0.4237 | - | 0.9430 |
557
+ | 27.4927 | 150000 | 0.0268 | 0.4281 | - | 0.9458 |
558
+ | 27.6760 | 151000 | 0.0262 | 0.4193 | - | 0.9426 |
559
+ | 27.8592 | 152000 | 0.0262 | 0.4412 | - | 0.9402 |
560
+ | 28.0425 | 153000 | 0.0261 | 0.4795 | - | 0.9425 |
561
+ | 28.2258 | 154000 | 0.024 | 0.4519 | - | 0.9442 |
562
+ | 28.4091 | 155000 | 0.024 | 0.4395 | - | 0.9440 |
563
+ | 28.5924 | 156000 | 0.025 | 0.4549 | - | 0.9456 |
564
+ | 28.7757 | 157000 | 0.0253 | 0.4446 | - | 0.9429 |
565
+ | 28.9589 | 158000 | 0.0258 | 0.4349 | - | 0.9425 |
566
+ | 29.1422 | 159000 | 0.0211 | 0.4490 | - | 0.9430 |
567
+ | 29.3255 | 160000 | 0.0218 | 0.4538 | - | 0.9455 |
568
+ | 29.5088 | 161000 | 0.0217 | 0.4771 | - | 0.9435 |
569
+ | 29.6921 | 162000 | 0.0228 | 0.4238 | - | 0.9440 |
570
+ | 29.8754 | 163000 | 0.022 | 0.4731 | - | 0.9412 |
571
+ | 30.0587 | 164000 | 0.0227 | 0.4630 | - | 0.9450 |
572
+ | 30.2419 | 165000 | 0.0197 | 0.4840 | - | 0.9453 |
573
+ | 30.4252 | 166000 | 0.0198 | 0.4799 | - | 0.9434 |
574
+ | 30.6085 | 167000 | 0.022 | 0.4650 | - | 0.9453 |
575
+ | 30.7918 | 168000 | 0.0211 | 0.4592 | - | 0.9465 |
576
+ | 30.9751 | 169000 | 0.022 | 0.4727 | - | 0.9405 |
577
+ | 31.1584 | 170000 | 0.0184 | 0.4802 | - | 0.9460 |
578
+ | 31.3416 | 171000 | 0.0186 | 0.4953 | - | 0.9449 |
579
+ | 31.5249 | 172000 | 0.0187 | 0.4516 | - | 0.9424 |
580
+ | 31.7082 | 173000 | 0.019 | 0.4803 | - | 0.9444 |
581
+ | 31.8915 | 174000 | 0.0186 | 0.4499 | - | 0.9448 |
582
+ | 32.0748 | 175000 | 0.0181 | 0.5211 | - | 0.9377 |
583
+ | 32.2581 | 176000 | 0.0163 | 0.4941 | - | 0.9434 |
584
+ | 32.4413 | 177000 | 0.0168 | 0.4672 | - | 0.9433 |
585
+ | 32.6246 | 178000 | 0.0171 | 0.4990 | - | 0.9414 |
586
+ | 32.8079 | 179000 | 0.0185 | 0.4537 | - | 0.9444 |
587
+ | 32.9912 | 180000 | 0.0179 | 0.4929 | - | 0.9460 |
588
+ | 33.1745 | 181000 | 0.0144 | 0.5037 | - | 0.9407 |
589
+ | 33.3578 | 182000 | 0.0143 | 0.4986 | - | 0.9449 |
590
+ | 33.5411 | 183000 | 0.016 | 0.5043 | - | 0.9452 |
591
+ | 33.7243 | 184000 | 0.0152 | 0.5090 | - | 0.9427 |
592
+ | 33.9076 | 185000 | 0.0154 | 0.5100 | - | 0.9414 |
593
+ | 34.0909 | 186000 | 0.0146 | 0.5367 | - | 0.9386 |
594
+ | 34.2742 | 187000 | 0.0138 | 0.5063 | - | 0.9395 |
595
+ | 34.4575 | 188000 | 0.0143 | 0.4871 | - | 0.9446 |
596
+ | 34.6408 | 189000 | 0.014 | 0.4947 | - | 0.9483 |
597
+ | **34.824** | **190000** | **0.0142** | **0.5079** | **-** | **0.9467** |
598
+ | 35.0073 | 191000 | 0.014 | 0.5062 | - | 0.9439 |
599
+ | 35.1906 | 192000 | 0.0122 | 0.5293 | - | 0.9410 |
600
+ | 35.3739 | 193000 | 0.0127 | 0.5351 | - | 0.9401 |
601
+ | 35.5572 | 194000 | 0.0132 | 0.5263 | - | 0.9369 |
602
+ | 35.7405 | 195000 | 0.0134 | 0.5300 | - | 0.9427 |
603
+ | 35.9238 | 196000 | 0.0138 | 0.5230 | - | 0.9416 |
604
+ | 36.1070 | 197000 | 0.0129 | 0.5399 | - | 0.9417 |
605
+ | 36.2903 | 198000 | 0.0109 | 0.5352 | - | 0.9433 |
606
+ | 36.4736 | 199000 | 0.0114 | 0.5587 | - | 0.9404 |
607
+ | 36.6569 | 200000 | 0.012 | 0.5289 | - | 0.9441 |
608
+ | 36.8402 | 201000 | 0.012 | 0.5516 | - | 0.9434 |
609
+ | 37.0235 | 202000 | 0.0121 | 0.5467 | - | 0.9418 |
610
+ | 37.2067 | 203000 | 0.0108 | 0.5499 | - | 0.9412 |
611
+ | 37.3900 | 204000 | 0.0107 | 0.5459 | - | 0.9427 |
612
+ | 37.5733 | 205000 | 0.0105 | 0.5375 | - | 0.9414 |
613
+ | 37.7566 | 206000 | 0.0109 | 0.5566 | - | 0.9421 |
614
+ | 37.9399 | 207000 | 0.011 | 0.5601 | - | 0.9428 |
615
+ | 38.1232 | 208000 | 0.0095 | 0.5700 | - | 0.9406 |
616
+ | 38.3065 | 209000 | 0.0098 | 0.5493 | - | 0.9417 |
617
+ | 38.4897 | 210000 | 0.0093 | 0.5867 | - | 0.9372 |
618
+ | 38.6730 | 211000 | 0.0095 | 0.6087 | - | 0.9394 |
619
+ | 38.8563 | 212000 | 0.0096 | 0.5888 | - | 0.9397 |
620
+ | 39.0396 | 213000 | 0.0094 | 0.5806 | - | 0.9380 |
621
+ | 39.2229 | 214000 | 0.0087 | 0.5927 | - | 0.9393 |
622
+ | 39.4062 | 215000 | 0.0079 | 0.6153 | - | 0.9376 |
623
+ | 39.5894 | 216000 | 0.009 | 0.6151 | - | 0.9398 |
624
+ | 39.7727 | 217000 | 0.009 | 0.5601 | - | 0.9379 |
625
+ | 39.9560 | 218000 | 0.0086 | 0.5845 | - | 0.9409 |
626
+ | 40.1393 | 219000 | 0.0078 | 0.5929 | - | 0.9396 |
627
+ | 40.3226 | 220000 | 0.0077 | 0.6086 | - | 0.9417 |
628
+ | 40.5059 | 221000 | 0.0075 | 0.6053 | - | 0.9418 |
629
+ | 40.6891 | 222000 | 0.008 | 0.6078 | - | 0.9394 |
630
+ | 40.8724 | 223000 | 0.0084 | 0.5975 | - | 0.9423 |
631
+ | 41.0557 | 224000 | 0.0068 | 0.6410 | - | 0.9400 |
632
+ | 41.2390 | 225000 | 0.0067 | 0.6183 | - | 0.9409 |
633
+ | 41.4223 | 226000 | 0.0067 | 0.6239 | - | 0.9401 |
634
+ | 41.6056 | 227000 | 0.0075 | 0.5971 | - | 0.9408 |
635
+ | 41.7889 | 228000 | 0.0069 | 0.6458 | - | 0.9396 |
636
+ | 41.9721 | 229000 | 0.0073 | 0.6289 | - | 0.9337 |
637
+ | 42.1554 | 230000 | 0.0061 | 0.6311 | - | 0.9351 |
638
+ | 42.3387 | 231000 | 0.0064 | 0.6371 | - | 0.9254 |
639
+ | 42.5220 | 232000 | 0.0067 | 0.6119 | - | 0.9238 |
640
+ | 42.7053 | 233000 | 0.0068 | 0.6045 | - | 0.9435 |
641
+ | 42.8886 | 234000 | 0.0064 | 0.6246 | - | 0.9403 |
642
+ | 43.0718 | 235000 | 0.0066 | 0.6077 | - | 0.9355 |
643
+ | 43.2551 | 236000 | 0.0054 | 0.6348 | - | 0.9429 |
644
+ | 43.4384 | 237000 | 0.0053 | 0.6606 | - | 0.9414 |
645
+ | 43.6217 | 238000 | 0.0054 | 0.6373 | - | 0.9421 |
646
+ | 43.8050 | 239000 | 0.006 | 0.6122 | - | 0.9391 |
647
+ | 43.9883 | 240000 | 0.0058 | 0.6438 | - | 0.9380 |
648
+ | 44.1716 | 241000 | 0.0051 | 0.6474 | - | 0.9392 |
649
+ | 44.3548 | 242000 | 0.0049 | 0.6637 | - | 0.9399 |
650
+ | 44.5381 | 243000 | 0.005 | 0.6765 | - | 0.9420 |
651
+ | 44.7214 | 244000 | 0.0052 | 0.6585 | - | 0.9406 |
652
+ | 44.9047 | 245000 | 0.005 | 0.6609 | - | 0.9420 |
653
+ | 45.0880 | 246000 | 0.0048 | 0.6725 | - | 0.9417 |
654
+ | 45.2713 | 247000 | 0.0044 | 0.6597 | - | 0.9411 |
655
+ | 45.4545 | 248000 | 0.0045 | 0.6717 | - | 0.9381 |
656
+ | 45.6378 | 249000 | 0.0046 | 0.6689 | - | 0.9361 |
657
+ | 45.8211 | 250000 | 0.0046 | 0.6703 | - | 0.9334 |
658
+ | 46.0044 | 251000 | 0.0044 | 0.6958 | - | 0.9324 |
659
+ | 46.1877 | 252000 | 0.0041 | 0.6884 | - | 0.9380 |
660
+ | 46.3710 | 253000 | 0.0041 | 0.6958 | - | 0.9342 |
661
+ | 46.5543 | 254000 | 0.004 | 0.6796 | - | 0.9375 |
662
+ | 46.7375 | 255000 | 0.0042 | 0.6735 | - | 0.9311 |
663
+ | 46.9208 | 256000 | 0.004 | 0.7004 | - | 0.9264 |
664
+ | 47.1041 | 257000 | 0.0041 | 0.6798 | - | 0.9303 |
665
+ | 47.2874 | 258000 | 0.0036 | 0.7039 | - | 0.9330 |
666
+ | 47.4707 | 259000 | 0.0037 | 0.7133 | - | 0.9277 |
667
+ | 47.6540 | 260000 | 0.0033 | 0.7200 | - | 0.9250 |
668
+ | 47.8372 | 261000 | 0.0038 | 0.7204 | - | 0.9292 |
669
+ | 48.0205 | 262000 | 0.0034 | 0.7214 | - | 0.9336 |
670
+ | 48.2038 | 263000 | 0.0037 | 0.7077 | - | 0.9313 |
671
+ | 48.3871 | 264000 | 0.0033 | 0.7218 | - | 0.9289 |
672
+ | 48.5704 | 265000 | 0.0033 | 0.7258 | - | 0.9328 |
673
+ | 48.7537 | 266000 | 0.0034 | 0.7215 | - | 0.9346 |
674
+ | 48.9370 | 267000 | 0.0031 | 0.7300 | - | 0.9347 |
675
+ | 49.1202 | 268000 | 0.0033 | 0.7242 | - | 0.9350 |
676
+ | 49.3035 | 269000 | 0.0028 | 0.7320 | - | 0.9345 |
677
+ | 49.4868 | 270000 | 0.003 | 0.7397 | - | 0.9341 |
678
+ | 49.6701 | 271000 | 0.0029 | 0.7410 | - | 0.9342 |
679
+ | 49.8534 | 272000 | 0.0029 | 0.7426 | - | 0.9345 |
680
 
681
  * The bold row denotes the saved checkpoint.
682
  </details>
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