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---
library_name: transformers
base_model: PowerInfer/SmallThinker-3B-Preview
tags:
- generated_from_trainer
model-index:
- name: powerinfer-seq-cls
  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. -->

# powerinfer-seq-cls

This model is a fine-tuned version of [PowerInfer/SmallThinker-3B-Preview](https://huggingface.co/PowerInfer/SmallThinker-3B-Preview) on the None dataset.
It achieves the following results on the evaluation set:
- Loss: 0.0290

## 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: 16
- eval_batch_size: 8
- seed: 42
- distributed_type: multi-GPU
- gradient_accumulation_steps: 16
- total_train_batch_size: 256
- optimizer: Use OptimizerNames.ADAMW_TORCH with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
- lr_scheduler_type: cosine_with_restarts
- lr_scheduler_warmup_ratio: 0.1
- num_epochs: 20
- mixed_precision_training: Native AMP

### Training results

| Training Loss | Epoch   | Step  | Validation Loss |
|:-------------:|:-------:|:-----:|:---------------:|
| 1.7722        | 0.0571  | 30    | 1.4541          |
| 0.9933        | 0.1143  | 60    | 0.7808          |
| 0.4922        | 0.1714  | 90    | 0.5142          |
| 0.3496        | 0.2286  | 120   | 0.3577          |
| 0.2746        | 0.2857  | 150   | 0.3452          |
| 0.2295        | 0.3429  | 180   | 0.1985          |
| 0.1529        | 0.4000  | 210   | 0.1752          |
| 0.1471        | 0.4572  | 240   | 0.1584          |
| 0.1819        | 0.5143  | 270   | 0.2583          |
| 0.1638        | 0.5715  | 300   | 0.2517          |
| 0.1294        | 0.6286  | 330   | 0.1405          |
| 0.1388        | 0.6858  | 360   | 0.1234          |
| 0.1207        | 0.7429  | 390   | 0.1893          |
| 0.1079        | 0.8001  | 420   | 0.1293          |
| 0.1075        | 0.8572  | 450   | 0.2412          |
| 0.1034        | 0.9144  | 480   | 0.2327          |
| 0.1196        | 0.9715  | 510   | 0.1451          |
| 0.0994        | 1.0295  | 540   | 0.0909          |
| 0.1103        | 1.0867  | 570   | 0.0970          |
| 0.1109        | 1.1438  | 600   | 0.1160          |
| 0.1           | 1.2010  | 630   | 0.1187          |
| 0.0858        | 1.2581  | 660   | 0.1644          |
| 0.0992        | 1.3153  | 690   | 0.1040          |
| 0.0689        | 1.3724  | 720   | 0.0764          |
| 0.0681        | 1.4296  | 750   | 0.0853          |
| 0.0905        | 1.4867  | 780   | 0.1184          |
| 0.0957        | 1.5439  | 810   | 0.1317          |
| 0.0868        | 1.6010  | 840   | 0.2817          |
| 0.1281        | 1.6582  | 870   | 0.2166          |
| 0.0785        | 1.7153  | 900   | 0.0928          |
| 0.0738        | 1.7725  | 930   | 0.2114          |
| 0.1337        | 1.8296  | 960   | 0.1321          |
| 0.1074        | 1.8868  | 990   | 0.1436          |
| 0.0829        | 1.9439  | 1020  | 0.1643          |
| 0.0942        | 2.0019  | 1050  | 0.1076          |
| 0.098         | 2.0591  | 1080  | 0.0937          |
| 0.0771        | 2.1162  | 1110  | 0.0598          |
| 0.0684        | 2.1734  | 1140  | 0.0551          |
| 0.1826        | 2.2305  | 1170  | 0.1241          |
| 0.1139        | 2.2877  | 1200  | 0.0567          |
| 0.0837        | 2.3448  | 1230  | 0.1561          |
| 0.1254        | 2.4020  | 1260  | 0.0968          |
| 0.0854        | 2.4591  | 1290  | 0.0820          |
| 0.0769        | 2.5163  | 1320  | 0.1383          |
| 0.0776        | 2.5734  | 1350  | 0.1381          |
| 0.0553        | 2.6306  | 1380  | 0.0787          |
| 0.1121        | 2.6877  | 1410  | 0.1219          |
| 0.0585        | 2.7449  | 1440  | 0.0777          |
| 0.0595        | 2.8020  | 1470  | 0.0906          |
| 0.0523        | 2.8591  | 1500  | 0.1116          |
| 0.0501        | 2.9163  | 1530  | 0.0475          |
| 0.076         | 2.9734  | 1560  | 0.1763          |
| 0.0663        | 3.0314  | 1590  | 0.0593          |
| 0.0576        | 3.0886  | 1620  | 0.0571          |
| 0.0369        | 3.1457  | 1650  | 0.0646          |
| 0.0537        | 3.2029  | 1680  | 0.0503          |
| 0.0474        | 3.2600  | 1710  | 0.0802          |
| 0.0698        | 3.3172  | 1740  | 0.1044          |
| 0.0566        | 3.3743  | 1770  | 0.1519          |
| 0.0466        | 3.4315  | 1800  | 0.0743          |
| 0.045         | 3.4886  | 1830  | 0.0652          |
| 0.0565        | 3.5458  | 1860  | 0.0635          |
| 0.0325        | 3.6029  | 1890  | 0.0801          |
| 0.0415        | 3.6601  | 1920  | 0.0729          |
| 0.048         | 3.7172  | 1950  | 0.0544          |
| 0.0369        | 3.7744  | 1980  | 0.0577          |
| 0.0406        | 3.8315  | 2010  | 0.0514          |
| 0.0437        | 3.8887  | 2040  | 0.0552          |
| 0.0445        | 3.9458  | 2070  | 0.0773          |
| 0.0472        | 4.0038  | 2100  | 0.0496          |
| 0.0495        | 4.0610  | 2130  | 0.0641          |
| 0.0472        | 4.1181  | 2160  | 0.0457          |
| 0.0367        | 4.1753  | 2190  | 0.0638          |
| 0.0404        | 4.2324  | 2220  | 0.0868          |
| 0.0529        | 4.2896  | 2250  | 0.0360          |
| 0.0306        | 4.3467  | 2280  | 0.0610          |
| 0.0405        | 4.4039  | 2310  | 0.0797          |
| 0.0447        | 4.4610  | 2340  | 0.0750          |
| 0.0552        | 4.5182  | 2370  | 0.0374          |
| 0.0337        | 4.5753  | 2400  | 0.0397          |
| 0.0306        | 4.6325  | 2430  | 0.0565          |
| 0.0382        | 4.6896  | 2460  | 0.0534          |
| 0.036         | 4.7468  | 2490  | 0.0461          |
| 0.0429        | 4.8039  | 2520  | 0.0609          |
| 0.0273        | 4.8611  | 2550  | 0.0404          |
| 0.0323        | 4.9182  | 2580  | 0.0407          |
| 0.0366        | 4.9754  | 2610  | 0.0406          |
| 0.0295        | 5.0333  | 2640  | 0.0511          |
| 0.0458        | 5.0905  | 2670  | 0.0414          |
| 0.0274        | 5.1476  | 2700  | 0.0399          |
| 0.0404        | 5.2048  | 2730  | 0.0474          |
| 0.0332        | 5.2619  | 2760  | 0.0425          |
| 0.0318        | 5.3191  | 2790  | 0.0532          |
| 0.0336        | 5.3762  | 2820  | 0.0397          |
| 0.03          | 5.4334  | 2850  | 0.0383          |
| 0.0289        | 5.4905  | 2880  | 0.0513          |
| 0.0355        | 5.5477  | 2910  | 0.0321          |
| 0.0283        | 5.6048  | 2940  | 0.0406          |
| 0.0269        | 5.6620  | 2970  | 0.0300          |
| 0.0239        | 5.7191  | 3000  | 0.0424          |
| 0.0285        | 5.7763  | 3030  | 0.0430          |
| 0.0283        | 5.8334  | 3060  | 0.0440          |
| 0.0328        | 5.8906  | 3090  | 0.0558          |
| 0.0273        | 5.9477  | 3120  | 0.0366          |
| 0.0516        | 6.0057  | 3150  | 0.0690          |
| 0.0468        | 6.0629  | 3180  | 0.0417          |
| 0.0323        | 6.1200  | 3210  | 0.0457          |
| 0.0259        | 6.1772  | 3240  | 0.0385          |
| 0.0302        | 6.2343  | 3270  | 0.0382          |
| 0.0254        | 6.2915  | 3300  | 0.0426          |
| 0.0312        | 6.3486  | 3330  | 0.0378          |
| 0.0289        | 6.4058  | 3360  | 0.0356          |
| 0.0388        | 6.4629  | 3390  | 0.0767          |
| 0.0294        | 6.5201  | 3420  | 0.0464          |
| 0.0303        | 6.5772  | 3450  | 0.0373          |
| 0.0247        | 6.6344  | 3480  | 0.0638          |
| 0.0213        | 6.6915  | 3510  | 0.0408          |
| 0.0298        | 6.7487  | 3540  | 0.0443          |
| 0.0229        | 6.8058  | 3570  | 0.0400          |
| 0.0194        | 6.8630  | 3600  | 0.0399          |
| 0.024         | 6.9201  | 3630  | 0.0435          |
| 0.0217        | 6.9773  | 3660  | 0.0387          |
| 0.0229        | 7.0352  | 3690  | 0.0383          |
| 0.0269        | 7.0924  | 3720  | 0.0404          |
| 0.0296        | 7.1495  | 3750  | 0.0724          |
| 0.0271        | 7.2067  | 3780  | 0.0490          |
| 0.0245        | 7.2638  | 3810  | 0.0377          |
| 0.0255        | 7.3210  | 3840  | 0.0407          |
| 0.0226        | 7.3781  | 3870  | 0.0369          |
| 0.0223        | 7.4353  | 3900  | 0.0341          |
| 0.0247        | 7.4924  | 3930  | 0.0385          |
| 0.0234        | 7.5496  | 3960  | 0.0369          |
| 0.0222        | 7.6067  | 3990  | 0.0372          |
| 0.014         | 7.6639  | 4020  | 0.0391          |
| 0.0252        | 7.7210  | 4050  | 0.0432          |
| 0.0318        | 7.7782  | 4080  | 0.0397          |
| 0.0254        | 7.8353  | 4110  | 0.0398          |
| 0.0262        | 7.8925  | 4140  | 0.0352          |
| 0.0199        | 7.9496  | 4170  | 0.0382          |
| 0.024         | 8.0076  | 4200  | 0.0363          |
| 0.0241        | 8.0648  | 4230  | 0.0327          |
| 0.0238        | 8.1219  | 4260  | 0.0336          |
| 0.0212        | 8.1791  | 4290  | 0.0372          |
| 0.0207        | 8.2362  | 4320  | 0.0336          |
| 0.0265        | 8.2934  | 4350  | 0.0369          |
| 0.0211        | 8.3505  | 4380  | 0.0498          |
| 0.0242        | 8.4077  | 4410  | 0.0635          |
| 0.0257        | 8.4648  | 4440  | 0.0594          |
| 0.0205        | 8.5220  | 4470  | 0.0565          |
| 0.0215        | 8.5791  | 4500  | 0.0487          |
| 0.0211        | 8.6363  | 4530  | 0.0449          |
| 0.0257        | 8.6934  | 4560  | 0.0452          |
| 0.0248        | 8.7506  | 4590  | 0.0401          |
| 0.0187        | 8.8077  | 4620  | 0.0419          |
| 0.0175        | 8.8649  | 4650  | 0.0434          |
| 0.0333        | 8.9220  | 4680  | 0.0457          |
| 0.0238        | 8.9792  | 4710  | 0.0466          |
| 0.0232        | 9.0371  | 4740  | 0.0474          |
| 0.0231        | 9.0943  | 4770  | 0.0502          |
| 0.0232        | 9.1514  | 4800  | 0.0479          |
| 0.0177        | 9.2086  | 4830  | 0.0476          |
| 0.0296        | 9.2657  | 4860  | 0.0497          |
| 0.023         | 9.3229  | 4890  | 0.0457          |
| 0.0237        | 9.3800  | 4920  | 0.0465          |
| 0.0221        | 9.4372  | 4950  | 0.0461          |
| 0.0231        | 9.4943  | 4980  | 0.0309          |
| 0.0221        | 9.5515  | 5010  | 0.0329          |
| 0.0198        | 9.6086  | 5040  | 0.0334          |
| 0.0194        | 9.6658  | 5070  | 0.0308          |
| 0.0188        | 9.7229  | 5100  | 0.0281          |
| 0.0168        | 9.7801  | 5130  | 0.0276          |
| 0.0199        | 9.8372  | 5160  | 0.0282          |
| 0.0202        | 9.8944  | 5190  | 0.0288          |
| 0.0148        | 9.9515  | 5220  | 0.0301          |
| 0.0152        | 10.0095 | 5250  | 0.0303          |
| 0.015         | 10.0667 | 5280  | 0.0302          |
| 0.0145        | 10.1238 | 5310  | 0.0300          |
| 0.0181        | 10.1810 | 5340  | 0.0303          |
| 0.0174        | 10.2381 | 5370  | 0.0300          |
| 0.0166        | 10.2953 | 5400  | 0.0300          |
| 0.0208        | 10.3524 | 5430  | 0.0300          |
| 0.0201        | 10.4096 | 5460  | 0.0301          |
| 0.0159        | 10.4667 | 5490  | 0.0302          |
| 0.0192        | 10.5239 | 5520  | 0.0302          |
| 0.0114        | 10.5810 | 5550  | 0.0302          |
| 0.0198        | 10.6382 | 5580  | 0.0302          |
| 0.0186        | 10.6953 | 5610  | 0.0301          |
| 0.0178        | 10.7525 | 5640  | 0.0299          |
| 0.0174        | 10.8096 | 5670  | 0.0298          |
| 0.0179        | 10.8668 | 5700  | 0.0298          |
| 0.0169        | 10.9239 | 5730  | 0.0298          |
| 0.0159        | 10.9811 | 5760  | 0.0298          |
| 0.02          | 11.0391 | 5790  | 0.0298          |
| 0.0163        | 11.0962 | 5820  | 0.0298          |
| 0.0191        | 11.1534 | 5850  | 0.0273          |
| 0.0188        | 11.2105 | 5880  | 0.0412          |
| 0.0327        | 11.2677 | 5910  | 0.0970          |
| 0.0592        | 11.3248 | 5940  | 0.1420          |
| 0.0542        | 11.3820 | 5970  | 0.0973          |
| 0.0776        | 11.4391 | 6000  | 0.0648          |
| 0.0597        | 11.4962 | 6030  | 0.1299          |
| 0.0566        | 11.5534 | 6060  | 0.0834          |
| 0.049         | 11.6105 | 6090  | 0.0560          |
| 0.0638        | 11.6677 | 6120  | 0.0450          |
| 0.0412        | 11.7248 | 6150  | 0.1571          |
| 0.0606        | 11.7820 | 6180  | 0.1047          |
| 0.0363        | 11.8391 | 6210  | 0.0540          |
| 0.0315        | 11.8963 | 6240  | 0.0546          |
| 0.0397        | 11.9534 | 6270  | 0.0920          |
| 0.0272        | 12.0114 | 6300  | 0.0515          |
| 0.0402        | 12.0686 | 6330  | 0.0834          |
| 0.0393        | 12.1257 | 6360  | 0.0482          |
| 0.0302        | 12.1829 | 6390  | 0.0605          |
| 0.0354        | 12.2400 | 6420  | 0.1459          |
| 0.0379        | 12.2972 | 6450  | 0.0443          |
| 0.0317        | 12.3543 | 6480  | 0.0440          |
| 0.0278        | 12.4115 | 6510  | 0.0516          |
| 0.0224        | 12.4686 | 6540  | 0.0533          |
| 0.031         | 12.5258 | 6570  | 0.0474          |
| 0.0469        | 12.5829 | 6600  | 0.1061          |
| 0.0739        | 12.6401 | 6630  | 0.0689          |
| 0.0301        | 12.6972 | 6660  | 0.0511          |
| 0.0344        | 12.7544 | 6690  | 0.0428          |
| 0.0305        | 12.8115 | 6720  | 0.0441          |
| 0.0282        | 12.8687 | 6750  | 0.0439          |
| 0.0238        | 12.9258 | 6780  | 0.0448          |
| 0.041         | 12.9830 | 6810  | 0.0395          |
| 0.0273        | 13.0410 | 6840  | 0.0427          |
| 0.0284        | 13.0981 | 6870  | 0.0736          |
| 0.0296        | 13.1553 | 6900  | 0.0824          |
| 0.3257        | 13.2124 | 6930  | 0.1177          |
| 0.1631        | 13.2696 | 6960  | 0.0749          |
| 0.0364        | 13.3267 | 6990  | 0.0722          |
| 0.0289        | 13.3839 | 7020  | 0.0501          |
| 0.0252        | 13.4410 | 7050  | 0.0722          |
| 0.033         | 13.4982 | 7080  | 0.0498          |
| 0.045         | 13.5553 | 7110  | 0.0712          |
| 0.0354        | 13.6125 | 7140  | 0.0592          |
| 0.0255        | 13.6696 | 7170  | 0.0491          |
| 0.0382        | 13.7268 | 7200  | 0.1050          |
| 0.0373        | 13.7839 | 7230  | 0.0591          |
| 0.0381        | 13.8411 | 7260  | 0.0626          |
| 0.0265        | 13.8982 | 7290  | 0.0612          |
| 0.0263        | 13.9554 | 7320  | 0.0870          |
| 0.0299        | 14.0133 | 7350  | 0.0602          |
| 0.0289        | 14.0705 | 7380  | 0.0501          |
| 0.0255        | 14.1276 | 7410  | 0.0454          |
| 0.0223        | 14.1848 | 7440  | 0.0581          |
| 0.0246        | 14.2419 | 7470  | 0.0464          |
| 0.0221        | 14.2991 | 7500  | 0.0478          |
| 0.0286        | 14.3562 | 7530  | 0.0839          |
| 0.0279        | 14.4134 | 7560  | 0.0606          |
| 0.0287        | 14.4705 | 7590  | 0.0443          |
| 0.0186        | 14.5277 | 7620  | 0.0591          |
| 0.0213        | 14.5848 | 7650  | 0.0548          |
| 0.0239        | 14.6420 | 7680  | 0.0619          |
| 0.0258        | 14.6991 | 7710  | 0.0739          |
| 0.0385        | 14.7563 | 7740  | 0.0575          |
| 0.0338        | 14.8134 | 7770  | 0.0795          |
| 0.0321        | 14.8706 | 7800  | 0.0482          |
| 0.0271        | 14.9277 | 7830  | 0.0462          |
| 0.0236        | 14.9849 | 7860  | 0.0465          |
| 0.0249        | 15.0429 | 7890  | 0.0438          |
| 0.0214        | 15.1000 | 7920  | 0.0697          |
| 0.0295        | 15.1572 | 7950  | 0.0677          |
| 0.0257        | 15.2143 | 7980  | 0.0403          |
| 0.0247        | 15.2715 | 8010  | 0.0490          |
| 0.0272        | 15.3286 | 8040  | 0.0453          |
| 0.0197        | 15.3858 | 8070  | 0.0507          |
| 0.0209        | 15.4429 | 8100  | 0.0561          |
| 0.0155        | 15.5001 | 8130  | 0.0569          |
| 0.0243        | 15.5572 | 8160  | 0.0494          |
| 0.0247        | 15.6144 | 8190  | 0.0508          |
| 0.0305        | 15.6715 | 8220  | 0.0517          |
| 0.0219        | 15.7287 | 8250  | 0.0370          |
| 0.0239        | 15.7858 | 8280  | 0.0427          |
| 0.0231        | 15.8430 | 8310  | 0.0311          |
| 0.0215        | 15.9001 | 8340  | 0.0315          |
| 0.0202        | 15.9573 | 8370  | 0.0288          |
| 0.0258        | 16.0152 | 8400  | 0.0299          |
| 0.021         | 16.0724 | 8430  | 0.0289          |
| 0.0191        | 16.1295 | 8460  | 0.0296          |
| 0.019         | 16.1867 | 8490  | 0.0310          |
| 0.0233        | 16.2438 | 8520  | 0.0365          |
| 0.0183        | 16.3010 | 8550  | 0.0275          |
| 0.0203        | 16.3581 | 8580  | 0.0296          |
| 0.0218        | 16.4153 | 8610  | 0.0282          |
| 0.0172        | 16.4724 | 8640  | 0.0274          |
| 0.0197        | 16.5296 | 8670  | 0.0273          |
| 0.0189        | 16.5867 | 8700  | 0.0329          |
| 0.0174        | 16.6439 | 8730  | 0.0285          |
| 0.019         | 16.7010 | 8760  | 0.0294          |
| 0.0191        | 16.7582 | 8790  | 0.0379          |
| 0.0246        | 16.8153 | 8820  | 0.0348          |
| 0.0179        | 16.8725 | 8850  | 0.0372          |
| 0.0207        | 16.9296 | 8880  | 0.0449          |
| 0.0195        | 16.9868 | 8910  | 0.0361          |
| 0.0148        | 17.0448 | 8940  | 0.0388          |
| 0.0193        | 17.1019 | 8970  | 0.0430          |
| 0.0122        | 17.1591 | 9000  | 0.0422          |
| 0.0167        | 17.2162 | 9030  | 0.0337          |
| 0.0218        | 17.2734 | 9060  | 0.0345          |
| 0.0173        | 17.3305 | 9090  | 0.0389          |
| 0.02          | 17.3877 | 9120  | 0.0464          |
| 0.0155        | 17.4448 | 9150  | 0.0391          |
| 0.0212        | 17.5020 | 9180  | 0.0370          |
| 0.0187        | 17.5591 | 9210  | 0.0362          |
| 0.0195        | 17.6163 | 9240  | 0.0367          |
| 0.0221        | 17.6734 | 9270  | 0.0443          |
| 0.0191        | 17.7306 | 9300  | 0.0375          |
| 0.0199        | 17.7877 | 9330  | 0.0391          |
| 0.0201        | 17.8449 | 9360  | 0.0373          |
| 0.0179        | 17.9020 | 9390  | 0.0356          |
| 0.0178        | 17.9592 | 9420  | 0.0375          |
| 0.0202        | 18.0171 | 9450  | 0.0323          |
| 0.0186        | 18.0743 | 9480  | 0.0364          |
| 0.0156        | 18.1314 | 9510  | 0.0299          |
| 0.0151        | 18.1886 | 9540  | 0.0295          |
| 0.0174        | 18.2457 | 9570  | 0.0295          |
| 0.0175        | 18.3029 | 9600  | 0.0309          |
| 0.0166        | 18.3600 | 9630  | 0.0315          |
| 0.0176        | 18.4172 | 9660  | 0.0305          |
| 0.0196        | 18.4743 | 9690  | 0.0308          |
| 0.0142        | 18.5315 | 9720  | 0.0328          |
| 0.0175        | 18.5886 | 9750  | 0.0311          |
| 0.0199        | 18.6458 | 9780  | 0.0304          |
| 0.0132        | 18.7029 | 9810  | 0.0305          |
| 0.016         | 18.7601 | 9840  | 0.0305          |
| 0.0172        | 18.8172 | 9870  | 0.0300          |
| 0.0146        | 18.8744 | 9900  | 0.0299          |
| 0.0187        | 18.9315 | 9930  | 0.0300          |
| 0.016         | 18.9887 | 9960  | 0.0300          |
| 0.0151        | 19.0467 | 9990  | 0.0304          |
| 0.0146        | 19.1038 | 10020 | 0.0308          |
| 0.0151        | 19.1610 | 10050 | 0.0307          |
| 0.0156        | 19.2181 | 10080 | 0.0305          |
| 0.0181        | 19.2753 | 10110 | 0.0287          |
| 0.0147        | 19.3324 | 10140 | 0.0285          |
| 0.0139        | 19.3896 | 10170 | 0.0283          |
| 0.0145        | 19.4467 | 10200 | 0.0282          |
| 0.0195        | 19.5039 | 10230 | 0.0286          |
| 0.0146        | 19.5610 | 10260 | 0.0290          |
| 0.0139        | 19.6182 | 10290 | 0.0291          |
| 0.0199        | 19.6753 | 10320 | 0.0290          |
| 0.0131        | 19.7325 | 10350 | 0.0289          |
| 0.0149        | 19.7896 | 10380 | 0.0290          |
| 0.0176        | 19.8468 | 10410 | 0.0291          |
| 0.0172        | 19.9039 | 10440 | 0.0290          |
| 0.0167        | 19.9611 | 10470 | 0.0290          |


### Framework versions

- Transformers 4.46.2
- Pytorch 2.5.1+cu124
- Datasets 3.2.0
- Tokenizers 0.20.3