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---
library_name: transformers
tags:
- generated_from_trainer
metrics:
- accuracy
model-index:
- name: ht-stmini-cls-v6_ftis_noPretrain-msm-bml
  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. -->

# ht-stmini-cls-v6_ftis_noPretrain-msm-bml

This model is a fine-tuned version of [](https://huggingface.co/) on an unknown dataset.
It achieves the following results on the evaluation set:
- Loss: 1.1485
- Accuracy: 0.9025
- Macro F1: 0.7255

## 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: 0.0001
- train_batch_size: 8
- eval_batch_size: 4
- seed: 42
- optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 6733
- training_steps: 134674

### Training results

| Training Loss | Epoch    | Step  | Validation Loss | Accuracy | Macro F1 |
|:-------------:|:--------:|:-----:|:---------------:|:--------:|:--------:|
| 9063.9769     | 0.0013   | 174   | 7460.4956       | 0.0634   | 0.0283   |
| 5274.3562     | 1.0013   | 348   | 3067.6414       | 0.0701   | 0.0296   |
| 3046.9587     | 2.0013   | 522   | 804.8876        | 0.0901   | 0.0326   |
| 637.8707      | 3.0013   | 696   | 164.9158        | 0.3548   | 0.0656   |
| 149.6874      | 4.0013   | 870   | 138.7154        | 0.3946   | 0.0715   |
| 77.587        | 5.0013   | 1044  | 175.8178        | 0.4371   | 0.0887   |
| 43.4395       | 6.0012   | 1218  | 164.5559        | 0.4439   | 0.0917   |
| 29.3714       | 7.0012   | 1392  | 211.1914        | 0.4410   | 0.0959   |
| 18.3345       | 8.0012   | 1566  | 208.0910        | 0.4477   | 0.0849   |
| 13.1787       | 9.0012   | 1740  | 213.0896        | 0.4499   | 0.0888   |
| 13.0906       | 10.0012  | 1914  | 187.9427        | 0.4629   | 0.1011   |
| 9.3124        | 11.0012  | 2088  | 151.7391        | 0.4662   | 0.1023   |
| 8.7453        | 12.0012  | 2262  | 141.7345        | 0.4633   | 0.0948   |
| 8.0521        | 13.0012  | 2436  | 136.5543        | 0.4536   | 0.0976   |
| 6.8338        | 14.0012  | 2610  | 120.6881        | 0.4755   | 0.1080   |
| 6.4122        | 15.0012  | 2784  | 110.4219        | 0.4703   | 0.1072   |
| 5.4998        | 16.0012  | 2958  | 112.5063        | 0.4851   | 0.1109   |
| 4.8518        | 17.0012  | 3132  | 109.5932        | 0.4906   | 0.1119   |
| 4.3628        | 18.0012  | 3306  | 97.7057         | 0.5004   | 0.1138   |
| 4.1567        | 19.0012  | 3480  | 89.6593         | 0.5322   | 0.1229   |
| 3.6071        | 20.0011  | 3654  | 79.2547         | 0.5507   | 0.1311   |
| 3.4227        | 21.0011  | 3828  | 78.4896         | 0.5676   | 0.1345   |
| 3.316         | 22.0011  | 4002  | 69.3014         | 0.5569   | 0.1343   |
| 3.2479        | 23.0011  | 4176  | 59.7008         | 0.5899   | 0.1413   |
| 3.0503        | 24.0011  | 4350  | 54.0349         | 0.5833   | 0.1400   |
| 2.9383        | 25.0011  | 4524  | 46.9165         | 0.5923   | 0.1422   |
| 2.8039        | 26.0011  | 4698  | 41.3414         | 0.6017   | 0.1456   |
| 2.7997        | 27.0011  | 4872  | 40.0701         | 0.5946   | 0.1442   |
| 2.6546        | 28.0011  | 5046  | 36.6450         | 0.5928   | 0.1443   |
| 2.7537        | 29.0011  | 5220  | 35.2208         | 0.5638   | 0.1384   |
| 2.5617        | 30.0011  | 5394  | 29.3835         | 0.5998   | 0.1463   |
| 2.6132        | 31.0011  | 5568  | 27.6022         | 0.6006   | 0.1511   |
| 2.6873        | 32.0011  | 5742  | 33.2135         | 0.6050   | 0.1516   |
| 2.5068        | 33.0010  | 5916  | 27.9547         | 0.5938   | 0.1480   |
| 2.4814        | 34.0010  | 6090  | 29.6383         | 0.6007   | 0.1537   |
| 2.4155        | 35.0010  | 6264  | 22.8683         | 0.6061   | 0.1503   |
| 2.4618        | 36.0010  | 6438  | 24.7089         | 0.5858   | 0.1531   |
| 2.4256        | 37.0010  | 6612  | 24.4196         | 0.6110   | 0.1553   |
| 2.4613        | 38.0010  | 6786  | 24.0345         | 0.6177   | 0.1628   |
| 2.457         | 39.0010  | 6960  | 23.6759         | 0.6230   | 0.1695   |
| 2.358         | 40.0010  | 7134  | 22.2289         | 0.6005   | 0.1642   |
| 2.3978        | 41.0010  | 7308  | 21.1909         | 0.6185   | 0.1733   |
| 2.359         | 42.0010  | 7482  | 15.7577         | 0.6412   | 0.1841   |
| 2.2871        | 43.0010  | 7656  | 18.4562         | 0.6234   | 0.1740   |
| 2.1736        | 44.0010  | 7830  | 17.1591         | 0.6568   | 0.1962   |
| 2.2511        | 45.0010  | 8004  | 15.8332         | 0.6343   | 0.1820   |
| 2.1073        | 46.0010  | 8178  | 17.2304         | 0.6836   | 0.2181   |
| 2.1091        | 47.0009  | 8352  | 14.1299         | 0.6635   | 0.2154   |
| 2.0417        | 48.0009  | 8526  | 14.6727         | 0.6746   | 0.2256   |
| 1.8616        | 49.0009  | 8700  | 14.8234         | 0.6824   | 0.2521   |
| 1.8959        | 50.0009  | 8874  | 14.0476         | 0.7095   | 0.2538   |
| 2.003         | 51.0009  | 9048  | 16.0353         | 0.6939   | 0.2561   |
| 1.8419        | 52.0009  | 9222  | 18.8682         | 0.7073   | 0.2448   |
| 1.6626        | 53.0009  | 9396  | 13.6740         | 0.7162   | 0.2833   |
| 1.7805        | 54.0009  | 9570  | 13.3829         | 0.7260   | 0.3034   |
| 1.6222        | 55.0009  | 9744  | 12.4160         | 0.7195   | 0.2923   |
| 1.6009        | 56.0009  | 9918  | 13.3020         | 0.7332   | 0.3222   |
| 1.4431        | 57.0009  | 10092 | 12.9193         | 0.7359   | 0.3297   |
| 2.0074        | 58.0009  | 10266 | 14.7946         | 0.7008   | 0.2251   |
| 1.6788        | 59.0009  | 10440 | 19.6044         | 0.7244   | 0.2962   |
| 1.5217        | 60.0008  | 10614 | 22.4960         | 0.7455   | 0.3460   |
| 1.5455        | 61.0008  | 10788 | 19.2463         | 0.7564   | 0.3631   |
| 1.423         | 62.0008  | 10962 | 19.5390         | 0.7561   | 0.3698   |
| 1.4501        | 63.0008  | 11136 | 20.4325         | 0.7600   | 0.3820   |
| 1.3292        | 64.0008  | 11310 | 18.1078         | 0.7754   | 0.4069   |
| 1.2438        | 65.0008  | 11484 | 20.2136         | 0.7547   | 0.3958   |
| 1.2075        | 66.0008  | 11658 | 15.6920         | 0.7776   | 0.4238   |
| 1.2944        | 67.0008  | 11832 | 15.0904         | 0.7750   | 0.4216   |
| 1.1054        | 68.0008  | 12006 | 16.9798         | 0.7831   | 0.4308   |
| 1.1082        | 69.0008  | 12180 | 17.0564         | 0.7553   | 0.4039   |
| 1.0792        | 70.0008  | 12354 | 16.2257         | 0.7749   | 0.4271   |
| 1.139         | 71.0008  | 12528 | 16.2116         | 0.7830   | 0.4462   |
| 1.2648        | 72.0008  | 12702 | 15.4188         | 0.7790   | 0.4409   |
| 1.0739        | 73.0007  | 12876 | 16.6139         | 0.7570   | 0.4254   |
| 1.127         | 74.0007  | 13050 | 12.5900         | 0.7944   | 0.4707   |
| 0.9751        | 75.0007  | 13224 | 14.2307         | 0.7900   | 0.4719   |
| 1.0373        | 76.0007  | 13398 | 14.4636         | 0.7768   | 0.4522   |
| 0.9867        | 77.0007  | 13572 | 13.7303         | 0.7747   | 0.4582   |
| 0.9968        | 78.0007  | 13746 | 13.6887         | 0.7978   | 0.4894   |
| 0.9571        | 79.0007  | 13920 | 12.1585         | 0.7763   | 0.4582   |
| 1.1128        | 80.0007  | 14094 | 15.5111         | 0.7993   | 0.4885   |
| 0.9623        | 81.0007  | 14268 | 14.5186         | 0.8081   | 0.5008   |
| 0.9306        | 82.0007  | 14442 | 15.9549         | 0.8081   | 0.5067   |
| 0.8716        | 83.0007  | 14616 | 14.4529         | 0.8029   | 0.5030   |
| 0.8576        | 84.0007  | 14790 | 15.7963         | 0.8054   | 0.4876   |
| 0.8619        | 85.0007  | 14964 | 15.4201         | 0.8024   | 0.5161   |
| 0.8677        | 86.0007  | 15138 | 12.8947         | 0.8065   | 0.5027   |
| 0.8076        | 87.0006  | 15312 | 13.4891         | 0.8063   | 0.5119   |
| 0.7854        | 88.0006  | 15486 | 11.9681         | 0.8060   | 0.5193   |
| 0.7866        | 89.0006  | 15660 | 10.7520         | 0.7978   | 0.5003   |
| 1.1576        | 90.0006  | 15834 | 8.7038          | 0.7992   | 0.5001   |
| 0.8935        | 91.0006  | 16008 | 12.0745         | 0.8157   | 0.5295   |
| 0.9052        | 92.0006  | 16182 | 12.5773         | 0.8130   | 0.5280   |
| 0.7564        | 93.0006  | 16356 | 12.3016         | 0.8179   | 0.5420   |
| 0.7178        | 94.0006  | 16530 | 13.9403         | 0.8178   | 0.5295   |
| 0.9098        | 95.0006  | 16704 | 16.0548         | 0.8106   | 0.5138   |
| 0.8018        | 96.0006  | 16878 | 12.7723         | 0.8203   | 0.5434   |
| 0.7442        | 97.0006  | 17052 | 13.8909         | 0.8200   | 0.5404   |
| 0.6573        | 98.0006  | 17226 | 11.9102         | 0.8245   | 0.5446   |
| 0.805         | 99.0006  | 17400 | 6.5993          | 0.8136   | 0.5215   |
| 0.7344        | 100.0005 | 17574 | 12.1828         | 0.8256   | 0.5511   |
| 0.7492        | 101.0005 | 17748 | 11.3858         | 0.8221   | 0.5481   |
| 0.6661        | 102.0005 | 17922 | 11.0425         | 0.8187   | 0.5478   |
| 0.6454        | 103.0005 | 18096 | 10.6641         | 0.8262   | 0.5511   |
| 0.7016        | 104.0005 | 18270 | 11.4453         | 0.8207   | 0.5375   |
| 0.7043        | 105.0005 | 18444 | 8.0564          | 0.8210   | 0.5433   |
| 0.6428        | 106.0005 | 18618 | 10.4933         | 0.8321   | 0.5667   |
| 0.6573        | 107.0005 | 18792 | 12.6178         | 0.7942   | 0.5174   |
| 0.6156        | 108.0005 | 18966 | 12.3796         | 0.8270   | 0.5611   |
| 0.6233        | 109.0005 | 19140 | 11.4897         | 0.8288   | 0.5562   |
| 0.6007        | 110.0005 | 19314 | 14.2668         | 0.8338   | 0.5678   |
| 0.6496        | 111.0005 | 19488 | 11.7101         | 0.8377   | 0.5706   |
| 0.5638        | 112.0005 | 19662 | 11.6222         | 0.8269   | 0.5526   |
| 0.5584        | 113.0005 | 19836 | 9.9456          | 0.8371   | 0.5697   |
| 0.5946        | 114.0004 | 20010 | 10.1763         | 0.8226   | 0.5622   |
| 0.5898        | 115.0004 | 20184 | 10.6101         | 0.8322   | 0.5736   |
| 0.5463        | 116.0004 | 20358 | 10.7593         | 0.8342   | 0.5765   |
| 0.5879        | 117.0004 | 20532 | 12.2808         | 0.8356   | 0.5703   |
| 0.5655        | 118.0004 | 20706 | 12.5616         | 0.8388   | 0.5786   |
| 0.6316        | 119.0004 | 20880 | 12.5009         | 0.8375   | 0.5801   |
| 0.5443        | 120.0004 | 21054 | 11.5212         | 0.8330   | 0.5647   |
| 0.4701        | 121.0004 | 21228 | 11.0561         | 0.8441   | 0.5807   |
| 0.537         | 122.0004 | 21402 | 13.7783         | 0.8369   | 0.5688   |
| 0.4694        | 123.0004 | 21576 | 10.4786         | 0.8454   | 0.5900   |
| 0.493         | 124.0004 | 21750 | 10.6332         | 0.8394   | 0.5840   |
| 0.4444        | 125.0004 | 21924 | 10.6344         | 0.8364   | 0.5815   |
| 0.6199        | 126.0004 | 22098 | 14.6730         | 0.8481   | 0.5935   |
| 0.6057        | 127.0003 | 22272 | 13.4446         | 0.8439   | 0.5906   |
| 0.4949        | 128.0003 | 22446 | 12.0232         | 0.8400   | 0.5849   |
| 0.4414        | 129.0003 | 22620 | 10.5329         | 0.8402   | 0.5847   |
| 0.4897        | 130.0003 | 22794 | 9.1551          | 0.8476   | 0.5965   |
| 0.4531        | 131.0003 | 22968 | 9.7573          | 0.8442   | 0.5955   |
| 0.7964        | 132.0003 | 23142 | 9.4786          | 0.8366   | 0.5757   |
| 0.5407        | 133.0003 | 23316 | 10.3612         | 0.8483   | 0.5955   |
| 0.5578        | 134.0003 | 23490 | 9.5040          | 0.8310   | 0.5794   |
| 0.3978        | 135.0003 | 23664 | 9.8310          | 0.8541   | 0.6080   |
| 0.5281        | 136.0003 | 23838 | 9.7351          | 0.8507   | 0.6030   |
| 0.4405        | 137.0003 | 24012 | 8.7155          | 0.8531   | 0.6058   |
| 0.4649        | 138.0003 | 24186 | 10.8164         | 0.8442   | 0.5895   |
| 0.4539        | 139.0003 | 24360 | 9.6849          | 0.8490   | 0.6080   |
| 0.4501        | 140.0003 | 24534 | 7.9621          | 0.8453   | 0.5982   |
| 0.4089        | 141.0002 | 24708 | 8.2597          | 0.8520   | 0.6115   |
| 0.3451        | 142.0002 | 24882 | 8.7596          | 0.8547   | 0.6129   |
| 0.3344        | 143.0002 | 25056 | 8.5327          | 0.8540   | 0.6134   |
| 0.553         | 144.0002 | 25230 | 3.4517          | 0.8255   | 0.5338   |
| 0.5127        | 145.0002 | 25404 | 5.9314          | 0.8485   | 0.6030   |
| 0.4275        | 146.0002 | 25578 | 6.7567          | 0.8538   | 0.6164   |
| 0.3549        | 147.0002 | 25752 | 7.2178          | 0.8544   | 0.6180   |
| 0.4353        | 148.0002 | 25926 | 6.8616          | 0.8556   | 0.6193   |
| 0.3477        | 149.0002 | 26100 | 6.8243          | 0.8555   | 0.6211   |
| 0.3248        | 150.0002 | 26274 | 7.1503          | 0.8511   | 0.6126   |
| 0.3573        | 151.0002 | 26448 | 6.8496          | 0.8569   | 0.6221   |
| 0.3801        | 152.0002 | 26622 | 6.4565          | 0.8550   | 0.6201   |
| 0.31          | 153.0002 | 26796 | 7.2311          | 0.8525   | 0.6184   |
| 0.4055        | 154.0001 | 26970 | 6.0827          | 0.8523   | 0.6201   |
| 0.3299        | 155.0001 | 27144 | 6.3565          | 0.8544   | 0.6188   |
| 0.34          | 156.0001 | 27318 | 6.1611          | 0.8555   | 0.6254   |
| 0.3839        | 157.0001 | 27492 | 6.5963          | 0.8578   | 0.6225   |
| 0.4156        | 158.0001 | 27666 | 5.0570          | 0.8511   | 0.6137   |
| 0.3452        | 159.0001 | 27840 | 5.7934          | 0.8416   | 0.5900   |
| 0.3247        | 160.0001 | 28014 | 6.0372          | 0.8526   | 0.6148   |
| 0.3458        | 161.0001 | 28188 | 6.8397          | 0.8595   | 0.6260   |
| 0.3106        | 162.0001 | 28362 | 6.7712          | 0.8570   | 0.6245   |
| 0.3271        | 163.0001 | 28536 | 6.5956          | 0.8594   | 0.6293   |
| 0.3383        | 164.0001 | 28710 | 6.2867          | 0.8600   | 0.6262   |
| 0.3404        | 165.0001 | 28884 | 6.1735          | 0.8607   | 0.6301   |
| 0.2643        | 166.0001 | 29058 | 4.9236          | 0.8599   | 0.6303   |
| 0.2768        | 167.0001 | 29232 | 4.5342          | 0.8602   | 0.6328   |
| 0.4531        | 168.0000 | 29406 | 4.2262          | 0.8529   | 0.6241   |
| 0.3136        | 169.0000 | 29580 | 4.4217          | 0.8589   | 0.6298   |
| 0.369         | 170.0000 | 29754 | 4.1586          | 0.8608   | 0.6286   |
| 0.2799        | 171.0000 | 29928 | 3.7740          | 0.8623   | 0.6271   |
| 0.2697        | 172.0000 | 30102 | 4.1080          | 0.8567   | 0.6284   |
| 0.3533        | 173.0000 | 30276 | 5.6948          | 0.8597   | 0.6318   |
| 0.3267        | 173.0013 | 30450 | 5.0195          | 0.8602   | 0.6296   |
| 0.2715        | 174.0013 | 30624 | 4.6479          | 0.8633   | 0.6379   |
| 0.3065        | 175.0013 | 30798 | 4.2122          | 0.8662   | 0.6408   |
| 0.2456        | 176.0013 | 30972 | 3.8362          | 0.8649   | 0.6425   |
| 0.3271        | 177.0013 | 31146 | 4.0016          | 0.8650   | 0.6389   |
| 0.2917        | 178.0013 | 31320 | 4.5706          | 0.8614   | 0.6381   |
| 0.2942        | 179.0013 | 31494 | 4.4152          | 0.8643   | 0.6399   |
| 0.2604        | 180.0012 | 31668 | 4.2078          | 0.8670   | 0.6430   |
| 0.2817        | 181.0012 | 31842 | 3.3371          | 0.8636   | 0.6389   |
| 0.4657        | 182.0012 | 32016 | 11.4033         | 0.8581   | 0.6260   |
| 0.3708        | 183.0012 | 32190 | 6.4548          | 0.8600   | 0.6310   |
| 0.3909        | 184.0012 | 32364 | 5.2220          | 0.8525   | 0.6283   |
| 0.3134        | 185.0012 | 32538 | 5.1952          | 0.8648   | 0.6413   |
| 0.2601        | 186.0012 | 32712 | 4.6727          | 0.8673   | 0.6453   |
| 0.2015        | 187.0012 | 32886 | 4.6022          | 0.8676   | 0.6437   |
| 0.2591        | 188.0012 | 33060 | 4.0850          | 0.8665   | 0.6481   |
| 0.2496        | 189.0012 | 33234 | 4.2169          | 0.8654   | 0.6390   |
| 0.2217        | 190.0012 | 33408 | 3.9366          | 0.8676   | 0.6462   |
| 0.3994        | 191.0012 | 33582 | 4.5487          | 0.8580   | 0.6295   |
| 0.5963        | 192.0012 | 33756 | 3.6429          | 0.8428   | 0.6010   |
| 0.3042        | 193.0012 | 33930 | 3.2782          | 0.8662   | 0.6420   |
| 0.2818        | 194.0011 | 34104 | 4.0609          | 0.8681   | 0.6453   |
| 0.2412        | 195.0011 | 34278 | 3.9028          | 0.8649   | 0.6423   |
| 0.2443        | 196.0011 | 34452 | 3.7107          | 0.8685   | 0.6512   |
| 0.2258        | 197.0011 | 34626 | 3.5195          | 0.8703   | 0.6511   |
| 0.2228        | 198.0011 | 34800 | 3.2900          | 0.8679   | 0.6483   |
| 0.2366        | 199.0011 | 34974 | 3.3586          | 0.8624   | 0.6503   |
| 0.2365        | 200.0011 | 35148 | 3.0656          | 0.8707   | 0.6536   |
| 0.2687        | 201.0011 | 35322 | 2.9254          | 0.8701   | 0.6493   |
| 0.2387        | 202.0011 | 35496 | 2.9994          | 0.8673   | 0.6530   |
| 0.228         | 203.0011 | 35670 | 3.4954          | 0.8579   | 0.6351   |
| 0.256         | 204.0011 | 35844 | 2.5774          | 0.8693   | 0.6536   |
| 0.2153        | 205.0011 | 36018 | 2.5170          | 0.8725   | 0.6547   |
| 0.2071        | 206.0011 | 36192 | 2.7074          | 0.8742   | 0.6583   |
| 0.2213        | 207.0010 | 36366 | 2.7717          | 0.8741   | 0.6589   |
| 0.2746        | 208.0010 | 36540 | 3.3100          | 0.8722   | 0.6479   |
| 0.2555        | 209.0010 | 36714 | 3.1032          | 0.8758   | 0.6585   |
| 0.1991        | 210.0010 | 36888 | 3.4403          | 0.8711   | 0.6539   |
| 0.224         | 211.0010 | 37062 | 3.1940          | 0.8701   | 0.6457   |
| 0.2318        | 212.0010 | 37236 | 3.0912          | 0.8742   | 0.6549   |
| 0.214         | 213.0010 | 37410 | 2.7279          | 0.8769   | 0.6650   |
| 0.2486        | 214.0010 | 37584 | 2.6118          | 0.8718   | 0.6572   |
| 0.2309        | 215.0010 | 37758 | 2.4740          | 0.8713   | 0.6556   |
| 0.2104        | 216.0010 | 37932 | 2.4357          | 0.8757   | 0.6651   |
| 0.2043        | 217.0010 | 38106 | 2.5546          | 0.8740   | 0.6616   |
| 0.2187        | 218.0010 | 38280 | 2.2833          | 0.8739   | 0.6624   |
| 0.2946        | 219.0010 | 38454 | 2.3107          | 0.8703   | 0.6559   |
| 0.1762        | 220.0010 | 38628 | 2.2063          | 0.8768   | 0.6660   |
| 0.1803        | 221.0009 | 38802 | 2.1648          | 0.8749   | 0.6675   |
| 0.3054        | 222.0009 | 38976 | 2.1916          | 0.8659   | 0.6321   |
| 0.2872        | 223.0009 | 39150 | 2.0819          | 0.8740   | 0.6561   |
| 0.2549        | 224.0009 | 39324 | 2.0012          | 0.8738   | 0.6624   |
| 0.2097        | 225.0009 | 39498 | 2.0708          | 0.8776   | 0.6626   |
| 0.1778        | 226.0009 | 39672 | 2.3421          | 0.8780   | 0.6635   |
| 0.1918        | 227.0009 | 39846 | 2.1748          | 0.8785   | 0.6678   |
| 0.2721        | 228.0009 | 40020 | 2.2885          | 0.8718   | 0.6605   |
| 0.2544        | 229.0009 | 40194 | 2.1132          | 0.8787   | 0.6682   |
| 0.1885        | 230.0009 | 40368 | 2.1258          | 0.8783   | 0.6716   |
| 0.2577        | 231.0009 | 40542 | 2.0452          | 0.8795   | 0.6704   |
| 0.2559        | 232.0009 | 40716 | 2.0990          | 0.8799   | 0.6707   |
| 0.1775        | 233.0009 | 40890 | 2.1890          | 0.8783   | 0.6717   |
| 0.1837        | 234.0008 | 41064 | 1.8737          | 0.8810   | 0.6739   |
| 0.2526        | 235.0008 | 41238 | 1.8247          | 0.8812   | 0.6755   |
| 0.2094        | 236.0008 | 41412 | 1.8775          | 0.8787   | 0.6696   |
| 0.173         | 237.0008 | 41586 | 1.8908          | 0.8789   | 0.6723   |
| 0.1739        | 238.0008 | 41760 | 1.8188          | 0.8798   | 0.6702   |
| 0.2387        | 239.0008 | 41934 | 2.4599          | 0.8793   | 0.6689   |
| 0.2069        | 240.0008 | 42108 | 2.0130          | 0.8792   | 0.6706   |
| 0.1593        | 241.0008 | 42282 | 2.0353          | 0.8786   | 0.6703   |
| 0.1792        | 242.0008 | 42456 | 1.8328          | 0.8774   | 0.6703   |
| 0.1916        | 243.0008 | 42630 | 1.7857          | 0.8782   | 0.6688   |
| 0.1461        | 244.0008 | 42804 | 1.6520          | 0.8814   | 0.6759   |
| 0.1672        | 245.0008 | 42978 | 1.8272          | 0.8797   | 0.6732   |
| 0.192         | 246.0008 | 43152 | 1.8044          | 0.8795   | 0.6715   |
| 0.1725        | 247.0007 | 43326 | 1.7516          | 0.8807   | 0.6761   |
| 0.2133        | 248.0007 | 43500 | 1.6619          | 0.8806   | 0.6732   |
| 0.2043        | 249.0007 | 43674 | 1.6360          | 0.8801   | 0.6708   |
| 0.142         | 250.0007 | 43848 | 1.6450          | 0.8823   | 0.6758   |
| 0.1655        | 251.0007 | 44022 | 1.8628          | 0.8674   | 0.6620   |
| 0.5894        | 252.0007 | 44196 | 2.7440          | 0.8769   | 0.6663   |
| 0.2397        | 253.0007 | 44370 | 2.1902          | 0.8809   | 0.6713   |
| 0.1939        | 254.0007 | 44544 | 2.0596          | 0.8827   | 0.6781   |
| 0.2093        | 255.0007 | 44718 | 1.8934          | 0.8831   | 0.6830   |
| 0.1489        | 256.0007 | 44892 | 1.8673          | 0.8848   | 0.6836   |
| 0.2065        | 257.0007 | 45066 | 1.8263          | 0.8846   | 0.6842   |
| 0.1698        | 258.0007 | 45240 | 1.7326          | 0.8852   | 0.6813   |
| 0.1953        | 259.0007 | 45414 | 1.6492          | 0.8839   | 0.6812   |
| 0.1662        | 260.0007 | 45588 | 1.7022          | 0.8856   | 0.6847   |
| 0.1715        | 261.0006 | 45762 | 1.6811          | 0.8835   | 0.6817   |
| 0.1405        | 262.0006 | 45936 | 1.5713          | 0.8840   | 0.6819   |
| 0.1516        | 263.0006 | 46110 | 1.6677          | 0.8843   | 0.6816   |
| 0.1529        | 264.0006 | 46284 | 1.6880          | 0.8855   | 0.6832   |
| 0.161         | 265.0006 | 46458 | 1.6802          | 0.8831   | 0.6790   |
| 0.1928        | 266.0006 | 46632 | 1.4846          | 0.8833   | 0.6825   |
| 0.1657        | 267.0006 | 46806 | 1.6185          | 0.8826   | 0.6819   |
| 0.1458        | 268.0006 | 46980 | 1.7232          | 0.8820   | 0.6819   |
| 0.1648        | 269.0006 | 47154 | 1.4613          | 0.8866   | 0.6846   |
| 0.1766        | 270.0006 | 47328 | 1.5113          | 0.8821   | 0.6797   |
| 0.1662        | 271.0006 | 47502 | 1.4094          | 0.8833   | 0.6837   |
| 0.2681        | 272.0006 | 47676 | 1.6745          | 0.8785   | 0.6745   |
| 0.1545        | 273.0006 | 47850 | 1.5867          | 0.8850   | 0.6842   |
| 0.1587        | 274.0005 | 48024 | 1.5197          | 0.8847   | 0.6891   |
| 0.1325        | 275.0005 | 48198 | 1.4900          | 0.8862   | 0.6868   |
| 0.1317        | 276.0005 | 48372 | 1.4100          | 0.8867   | 0.6887   |
| 0.1332        | 277.0005 | 48546 | 1.5640          | 0.8849   | 0.6862   |
| 0.1403        | 278.0005 | 48720 | 1.5209          | 0.8853   | 0.6881   |
| 0.1848        | 279.0005 | 48894 | 1.4914          | 0.8839   | 0.6836   |
| 0.1828        | 280.0005 | 49068 | 1.4887          | 0.8844   | 0.6868   |
| 0.1533        | 281.0005 | 49242 | 1.4823          | 0.8878   | 0.6881   |
| 0.1301        | 282.0005 | 49416 | 1.4821          | 0.8838   | 0.6824   |
| 0.1428        | 283.0005 | 49590 | 1.7153          | 0.8729   | 0.6694   |
| 0.1468        | 284.0005 | 49764 | 1.4758          | 0.8844   | 0.6853   |
| 0.1663        | 285.0005 | 49938 | 1.5358          | 0.8861   | 0.6883   |
| 0.1375        | 286.0005 | 50112 | 1.3686          | 0.8855   | 0.6887   |
| 0.1321        | 287.0005 | 50286 | 1.4410          | 0.8846   | 0.6857   |
| 0.1391        | 288.0004 | 50460 | 1.4543          | 0.8829   | 0.6853   |
| 0.1537        | 289.0004 | 50634 | 1.3885          | 0.8878   | 0.6909   |
| 0.1781        | 290.0004 | 50808 | 1.5092          | 0.8843   | 0.6886   |
| 0.1431        | 291.0004 | 50982 | 2.2822          | 0.8529   | 0.6507   |
| 0.2525        | 292.0004 | 51156 | 1.8542          | 0.8800   | 0.6744   |
| 0.1577        | 293.0004 | 51330 | 1.3613          | 0.8912   | 0.6951   |
| 0.1417        | 294.0004 | 51504 | 1.4194          | 0.8903   | 0.6931   |
| 0.18          | 295.0004 | 51678 | 1.4492          | 0.8894   | 0.6963   |
| 0.1303        | 296.0004 | 51852 | 1.4295          | 0.8890   | 0.6926   |
| 0.1275        | 297.0004 | 52026 | 1.5313          | 0.8907   | 0.6963   |
| 0.1266        | 298.0004 | 52200 | 1.4561          | 0.8916   | 0.6955   |
| 0.1564        | 299.0004 | 52374 | 1.4782          | 0.8908   | 0.6934   |
| 0.1437        | 300.0004 | 52548 | 1.4331          | 0.8915   | 0.6964   |
| 0.1736        | 301.0003 | 52722 | 1.4573          | 0.8890   | 0.6952   |
| 0.1113        | 302.0003 | 52896 | 1.5136          | 0.8887   | 0.6938   |
| 0.1185        | 303.0003 | 53070 | 1.4706          | 0.8892   | 0.6936   |
| 0.1038        | 304.0003 | 53244 | 1.4008          | 0.8905   | 0.6937   |
| 0.1197        | 305.0003 | 53418 | 1.4364          | 0.8894   | 0.6939   |
| 0.1493        | 306.0003 | 53592 | 1.3574          | 0.8909   | 0.6970   |
| 0.1404        | 307.0003 | 53766 | 1.4234          | 0.8907   | 0.6956   |
| 0.1522        | 308.0003 | 53940 | 1.3188          | 0.8930   | 0.6971   |
| 0.1274        | 309.0003 | 54114 | 1.4140          | 0.8893   | 0.6940   |
| 0.1872        | 310.0003 | 54288 | 1.3112          | 0.8910   | 0.6949   |
| 0.1414        | 311.0003 | 54462 | 1.3824          | 0.8847   | 0.6905   |
| 0.2464        | 312.0003 | 54636 | 1.7413          | 0.8602   | 0.6391   |
| 0.252         | 313.0003 | 54810 | 1.4723          | 0.8671   | 0.6712   |
| 0.1587        | 314.0003 | 54984 | 1.1976          | 0.8905   | 0.6958   |
| 0.1681        | 315.0002 | 55158 | 1.2676          | 0.8845   | 0.6800   |
| 0.1486        | 316.0002 | 55332 | 1.2390          | 0.8888   | 0.6957   |
| 0.1319        | 317.0002 | 55506 | 1.3391          | 0.8918   | 0.6990   |
| 0.1281        | 318.0002 | 55680 | 1.3076          | 0.8917   | 0.6983   |
| 0.1787        | 319.0002 | 55854 | 1.3134          | 0.8886   | 0.6985   |
| 0.1257        | 320.0002 | 56028 | 1.3022          | 0.8930   | 0.6985   |
| 0.0998        | 321.0002 | 56202 | 1.3386          | 0.8930   | 0.7019   |
| 0.1082        | 322.0002 | 56376 | 1.2912          | 0.8913   | 0.6990   |
| 0.0886        | 323.0002 | 56550 | 1.2771          | 0.8932   | 0.7029   |
| 0.1222        | 324.0002 | 56724 | 1.2364          | 0.8936   | 0.7022   |
| 0.1202        | 325.0002 | 56898 | 1.3353          | 0.8912   | 0.6977   |
| 0.1871        | 326.0002 | 57072 | 1.2609          | 0.8908   | 0.6982   |
| 0.1369        | 327.0002 | 57246 | 1.4089          | 0.8830   | 0.6853   |
| 0.1267        | 328.0001 | 57420 | 1.1920          | 0.8954   | 0.7032   |
| 0.1239        | 329.0001 | 57594 | 1.2661          | 0.8945   | 0.7039   |
| 0.1437        | 330.0001 | 57768 | 1.1922          | 0.8929   | 0.6989   |
| 0.142         | 331.0001 | 57942 | 1.2924          | 0.8917   | 0.6965   |
| 0.1415        | 332.0001 | 58116 | 1.3052          | 0.8938   | 0.7027   |
| 0.1225        | 333.0001 | 58290 | 1.2835          | 0.8938   | 0.7062   |
| 0.1173        | 334.0001 | 58464 | 1.4640          | 0.8863   | 0.6905   |
| 0.1796        | 335.0001 | 58638 | 1.5652          | 0.8694   | 0.6700   |
| 0.1869        | 336.0001 | 58812 | 1.1649          | 0.8873   | 0.7000   |
| 0.1342        | 337.0001 | 58986 | 1.2245          | 0.8917   | 0.7014   |
| 0.1298        | 338.0001 | 59160 | 1.2303          | 0.8954   | 0.7053   |
| 0.1263        | 339.0001 | 59334 | 1.2439          | 0.8957   | 0.7048   |
| 0.129         | 340.0001 | 59508 | 1.2543          | 0.8922   | 0.7031   |
| 0.1028        | 341.0001 | 59682 | 1.7968          | 0.8381   | 0.6170   |
| 0.1173        | 342.0000 | 59856 | 1.3555          | 0.8953   | 0.6959   |
| 0.1903        | 343.0000 | 60030 | 1.1691          | 0.8951   | 0.6989   |
| 0.1437        | 344.0000 | 60204 | 1.2972          | 0.8951   | 0.7023   |
| 0.1538        | 345.0000 | 60378 | 1.1709          | 0.8978   | 0.7071   |
| 0.1107        | 346.0000 | 60552 | 1.1555          | 0.8971   | 0.7069   |
| 0.1033        | 347.0000 | 60726 | 1.2629          | 0.8967   | 0.7094   |
| 0.1315        | 347.0013 | 60900 | 1.2824          | 0.8943   | 0.7031   |
| 0.1267        | 348.0013 | 61074 | 1.1548          | 0.8964   | 0.7063   |
| 0.1391        | 349.0013 | 61248 | 1.1837          | 0.8965   | 0.7094   |
| 0.1294        | 350.0013 | 61422 | 1.1904          | 0.8952   | 0.7094   |
| 0.1237        | 351.0013 | 61596 | 1.3140          | 0.8920   | 0.7068   |
| 0.1081        | 352.0013 | 61770 | 1.1994          | 0.8949   | 0.7077   |
| 0.1196        | 353.0013 | 61944 | 1.1767          | 0.8957   | 0.7091   |
| 0.0804        | 354.0012 | 62118 | 1.2262          | 0.8970   | 0.7104   |
| 0.0864        | 355.0012 | 62292 | 1.2705          | 0.8950   | 0.7088   |
| 0.1786        | 356.0012 | 62466 | 1.3522          | 0.8902   | 0.7003   |
| 0.135         | 357.0012 | 62640 | 1.1159          | 0.8942   | 0.7048   |
| 0.1102        | 358.0012 | 62814 | 1.2208          | 0.8922   | 0.7027   |
| 0.181         | 359.0012 | 62988 | 1.1702          | 0.8957   | 0.7078   |
| 0.0893        | 360.0012 | 63162 | 1.2556          | 0.8948   | 0.7053   |
| 0.1198        | 361.0012 | 63336 | 1.1464          | 0.8949   | 0.7079   |
| 0.115         | 362.0012 | 63510 | 1.2321          | 0.8937   | 0.7062   |
| 0.1156        | 363.0012 | 63684 | 1.2093          | 0.8930   | 0.7075   |
| 0.1043        | 364.0012 | 63858 | 1.1978          | 0.8957   | 0.7087   |
| 0.0855        | 365.0012 | 64032 | 1.1516          | 0.8955   | 0.7109   |
| 0.0828        | 366.0012 | 64206 | 1.1898          | 0.8961   | 0.7096   |
| 0.0925        | 367.0012 | 64380 | 1.2249          | 0.8974   | 0.7119   |
| 0.1307        | 368.0011 | 64554 | 1.3228          | 0.8935   | 0.7061   |
| 0.1261        | 369.0011 | 64728 | 1.2560          | 0.8955   | 0.7066   |
| 0.1261        | 370.0011 | 64902 | 1.3165          | 0.8928   | 0.7019   |
| 0.0837        | 371.0011 | 65076 | 1.1153          | 0.8953   | 0.7100   |
| 0.1509        | 372.0011 | 65250 | 1.2156          | 0.8968   | 0.7122   |
| 0.0956        | 373.0011 | 65424 | 1.2497          | 0.8939   | 0.7107   |
| 0.1246        | 374.0011 | 65598 | 1.2057          | 0.8954   | 0.7083   |
| 0.1128        | 375.0011 | 65772 | 1.1951          | 0.8958   | 0.7116   |
| 0.0954        | 376.0011 | 65946 | 1.2156          | 0.8967   | 0.7144   |
| 0.1064        | 377.0011 | 66120 | 1.3368          | 0.8934   | 0.7038   |
| 0.1322        | 378.0011 | 66294 | 1.1924          | 0.8921   | 0.7032   |
| 0.1097        | 379.0011 | 66468 | 1.1625          | 0.8948   | 0.7117   |
| 0.1113        | 380.0011 | 66642 | 1.1893          | 0.8957   | 0.7127   |
| 0.1088        | 381.0010 | 66816 | 1.2376          | 0.8973   | 0.7147   |
| 0.0889        | 382.0010 | 66990 | 1.2362          | 0.8972   | 0.7139   |
| 0.0771        | 383.0010 | 67164 | 1.2745          | 0.8969   | 0.7117   |
| 0.0908        | 384.0010 | 67338 | 1.3461          | 0.8913   | 0.7026   |
| 0.106         | 385.0010 | 67512 | 1.3200          | 0.8937   | 0.7083   |
| 0.1267        | 386.0010 | 67686 | 1.1702          | 0.8986   | 0.7159   |
| 0.0896        | 387.0010 | 67860 | 1.1696          | 0.8991   | 0.7144   |
| 0.0729        | 388.0010 | 68034 | 1.2285          | 0.8992   | 0.7188   |
| 0.1233        | 389.0010 | 68208 | 1.2319          | 0.8949   | 0.7097   |
| 0.188         | 390.0010 | 68382 | 1.2234          | 0.8889   | 0.6959   |
| 0.1373        | 391.0010 | 68556 | 1.1261          | 0.8952   | 0.7060   |
| 0.1133        | 392.0010 | 68730 | 1.1703          | 0.8975   | 0.7157   |
| 0.1342        | 393.0010 | 68904 | 1.1728          | 0.8985   | 0.7193   |
| 0.1715        | 394.0010 | 69078 | 1.3000          | 0.8913   | 0.7034   |
| 0.1173        | 395.0009 | 69252 | 1.1391          | 0.8977   | 0.7118   |
| 0.1249        | 396.0009 | 69426 | 1.1177          | 0.8977   | 0.7139   |
| 0.0762        | 397.0009 | 69600 | 1.2210          | 0.8999   | 0.7179   |
| 0.1012        | 398.0009 | 69774 | 1.1312          | 0.9001   | 0.7203   |
| 0.0865        | 399.0009 | 69948 | 1.2682          | 0.8987   | 0.7174   |
| 0.0906        | 400.0009 | 70122 | 1.2211          | 0.8981   | 0.7156   |
| 0.1099        | 401.0009 | 70296 | 1.2372          | 0.8983   | 0.7177   |
| 0.1256        | 402.0009 | 70470 | 1.1252          | 0.8989   | 0.7104   |
| 0.0972        | 403.0009 | 70644 | 1.1406          | 0.8990   | 0.7172   |
| 0.0985        | 404.0009 | 70818 | 1.1834          | 0.8987   | 0.7169   |
| 0.1285        | 405.0009 | 70992 | 1.2079          | 0.8985   | 0.7173   |
| 0.1003        | 406.0009 | 71166 | 1.3124          | 0.8954   | 0.7089   |
| 0.1651        | 407.0009 | 71340 | 1.2985          | 0.8974   | 0.7106   |
| 0.0911        | 408.0008 | 71514 | 1.2633          | 0.9004   | 0.7184   |
| 0.0904        | 409.0008 | 71688 | 1.2437          | 0.9016   | 0.7190   |
| 0.0994        | 410.0008 | 71862 | 1.2145          | 0.9006   | 0.7190   |
| 0.0913        | 411.0008 | 72036 | 1.2167          | 0.8985   | 0.7162   |
| 0.1174        | 412.0008 | 72210 | 1.2560          | 0.9011   | 0.7254   |
| 0.1012        | 413.0008 | 72384 | 1.2263          | 0.8982   | 0.7174   |
| 0.0835        | 414.0008 | 72558 | 1.1669          | 0.9020   | 0.7251   |
| 0.0828        | 415.0008 | 72732 | 1.1628          | 0.9025   | 0.7255   |
| 0.0811        | 416.0008 | 72906 | 1.2479          | 0.9020   | 0.7238   |
| 0.1073        | 417.0008 | 73080 | 1.2091          | 0.8999   | 0.7220   |
| 0.1046        | 418.0008 | 73254 | 1.2656          | 0.8987   | 0.7188   |
| 0.0672        | 419.0008 | 73428 | 1.2491          | 0.9012   | 0.7216   |
| 0.0696        | 420.0008 | 73602 | 1.2571          | 0.8994   | 0.7201   |
| 0.0785        | 421.0007 | 73776 | 1.2267          | 0.8999   | 0.7203   |
| 0.0709        | 422.0007 | 73950 | 1.3176          | 0.8992   | 0.7190   |
| 0.1           | 423.0007 | 74124 | 1.4395          | 0.8943   | 0.7109   |
| 0.0736        | 424.0007 | 74298 | 1.1753          | 0.8998   | 0.7240   |
| 0.0948        | 425.0007 | 74472 | 1.3013          | 0.9003   | 0.7228   |
| 0.1121        | 426.0007 | 74646 | 1.3695          | 0.8999   | 0.7228   |
| 0.1034        | 427.0007 | 74820 | 1.2428          | 0.8991   | 0.7185   |
| 0.0678        | 428.0007 | 74994 | 1.2562          | 0.8995   | 0.7194   |
| 0.0819        | 429.0007 | 75168 | 1.4170          | 0.8993   | 0.7204   |
| 0.0931        | 430.0007 | 75342 | 1.2486          | 0.9013   | 0.7234   |
| 0.1071        | 431.0007 | 75516 | 1.3411          | 0.8934   | 0.7102   |
| 0.085         | 432.0007 | 75690 | 1.1955          | 0.8993   | 0.7237   |
| 0.0667        | 433.0007 | 75864 | 1.2750          | 0.9002   | 0.7233   |
| 0.0701        | 434.0007 | 76038 | 1.2568          | 0.9016   | 0.7247   |
| 0.1787        | 435.0006 | 76212 | 1.3989          | 0.8774   | 0.7054   |


### Framework versions

- Transformers 4.46.0
- Pytorch 2.3.1+cu121
- Datasets 2.20.0
- Tokenizers 0.20.1