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---
license: apache-2.0
base_model: t5-small
tags:
- generated_from_trainer
metrics:
- rouge
model-index:
- name: text_shortening_model_v28
  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. -->

# text_shortening_model_v28

This model is a fine-tuned version of [t5-small](https://huggingface.co/t5-small) on the None dataset.
It achieves the following results on the evaluation set:
- Loss: 2.9239
- Rouge1: 0.4821
- Rouge2: 0.2554
- Rougel: 0.4273
- Rougelsum: 0.4271
- Bert precision: 0.8753
- Bert recall: 0.8686
- Average word count: 8.1231
- Max word count: 14
- Min word count: 4
- Average token count: 12.4805
- % shortened texts with length > 12: 2.7027

## 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: 0.005
- train_batch_size: 32
- eval_batch_size: 32
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 100

### Training results

| Training Loss | Epoch | Step | Validation Loss | Rouge1 | Rouge2 | Rougel | Rougelsum | Bert precision | Bert recall | Average word count | Max word count | Min word count | Average token count | % shortened texts with length > 12 |
|:-------------:|:-----:|:----:|:---------------:|:------:|:------:|:------:|:---------:|:--------------:|:-----------:|:------------------:|:--------------:|:--------------:|:-------------------:|:----------------------------------:|
| 2.1941        | 1.0   | 37   | 1.6111          | 0.5035 | 0.2708 | 0.4544 | 0.4553    | 0.8744         | 0.8772      | 9.2643             | 18             | 3              | 13.5826             | 12.9129                            |
| 1.4552        | 2.0   | 74   | 1.5748          | 0.4724 | 0.2457 | 0.4313 | 0.4313    | 0.8737         | 0.8635      | 8.009              | 17             | 3              | 12.024              | 6.006                              |
| 1.096         | 3.0   | 111  | 1.5283          | 0.5016 | 0.282  | 0.4515 | 0.4519    | 0.8774         | 0.8757      | 8.7748             | 16             | 4              | 13.0811             | 7.2072                             |
| 0.8801        | 4.0   | 148  | 1.5903          | 0.4848 | 0.2549 | 0.4372 | 0.4375    | 0.88           | 0.8713      | 8.3544             | 16             | 4              | 12.6607             | 6.9069                             |
| 0.7226        | 5.0   | 185  | 1.6953          | 0.4557 | 0.2378 | 0.408  | 0.4086    | 0.8752         | 0.8603      | 7.3904             | 13             | 1              | 11.6697             | 0.9009                             |
| 0.6003        | 6.0   | 222  | 1.8416          | 0.4935 | 0.2616 | 0.4327 | 0.4339    | 0.8758         | 0.8712      | 8.5736             | 17             | 3              | 12.8498             | 8.7087                             |
| 0.4852        | 7.0   | 259  | 1.8375          | 0.4662 | 0.2428 | 0.4147 | 0.4161    | 0.8703         | 0.8653      | 8.3904             | 16             | 2              | 12.7147             | 7.5075                             |
| 0.4469        | 8.0   | 296  | 1.9116          | 0.4617 | 0.2433 | 0.41   | 0.4117    | 0.8724         | 0.8649      | 8.0781             | 17             | 2              | 12.5495             | 2.7027                             |
| 0.4025        | 9.0   | 333  | 1.9871          | 0.4716 | 0.2443 | 0.4161 | 0.4164    | 0.8691         | 0.8662      | 9.006              | 19             | 4              | 13.4204             | 15.3153                            |
| 0.3568        | 10.0  | 370  | 2.0547          | 0.4864 | 0.2649 | 0.4377 | 0.4377    | 0.8742         | 0.8724      | 8.6396             | 16             | 3              | 13.1381             | 7.8078                             |
| 0.3071        | 11.0  | 407  | 2.1554          | 0.4582 | 0.2388 | 0.405  | 0.4053    | 0.8712         | 0.8595      | 7.7087             | 14             | 4              | 12.033              | 2.1021                             |
| 0.2794        | 12.0  | 444  | 2.1352          | 0.4768 | 0.2567 | 0.4341 | 0.4344    | 0.8757         | 0.8705      | 8.4655             | 16             | 4              | 12.8949             | 8.1081                             |
| 0.2627        | 13.0  | 481  | 2.1300          | 0.4703 | 0.2518 | 0.4227 | 0.4227    | 0.876          | 0.8674      | 8.015              | 17             | 3              | 12.2342             | 4.5045                             |
| 0.2251        | 14.0  | 518  | 2.2319          | 0.4887 | 0.2623 | 0.4335 | 0.4336    | 0.8757         | 0.8704      | 8.3544             | 15             | 4              | 12.7357             | 5.7057                             |
| 0.217         | 15.0  | 555  | 2.2311          | 0.4709 | 0.2523 | 0.4196 | 0.4196    | 0.8739         | 0.8683      | 8.2613             | 17             | 4              | 12.6276             | 5.4054                             |
| 0.2097        | 16.0  | 592  | 2.2460          | 0.471  | 0.2463 | 0.4137 | 0.4147    | 0.8732         | 0.8649      | 8.1682             | 15             | 3              | 12.4384             | 4.5045                             |
| 0.1841        | 17.0  | 629  | 2.3917          | 0.4564 | 0.229  | 0.4072 | 0.4076    | 0.8709         | 0.8663      | 8.3934             | 16             | 3              | 12.7027             | 5.4054                             |
| 0.176         | 18.0  | 666  | 2.3731          | 0.4644 | 0.2408 | 0.4093 | 0.4103    | 0.87           | 0.8633      | 8.1712             | 16             | 4              | 12.5495             | 4.5045                             |
| 0.1531        | 19.0  | 703  | 2.3836          | 0.4925 | 0.2727 | 0.439  | 0.439     | 0.879          | 0.8711      | 8.1111             | 16             | 3              | 12.2703             | 3.9039                             |
| 0.1599        | 20.0  | 740  | 2.3611          | 0.4731 | 0.2575 | 0.4199 | 0.4202    | 0.8743         | 0.8669      | 8.1141             | 16             | 3              | 12.5315             | 4.8048                             |
| 0.1469        | 21.0  | 777  | 2.4164          | 0.4774 | 0.2515 | 0.4295 | 0.4302    | 0.876          | 0.8709      | 8.3754             | 15             | 3              | 12.8348             | 6.3063                             |
| 0.1449        | 22.0  | 814  | 2.4769          | 0.4702 | 0.2461 | 0.4205 | 0.421     | 0.874          | 0.8688      | 8.4054             | 16             | 4              | 12.7508             | 7.8078                             |
| 0.1417        | 23.0  | 851  | 2.5470          | 0.4669 | 0.2438 | 0.4163 | 0.4163    | 0.8733         | 0.8649      | 7.9339             | 14             | 3              | 12.1922             | 2.7027                             |
| 0.1255        | 24.0  | 888  | 2.5590          | 0.4642 | 0.2379 | 0.4127 | 0.4136    | 0.8736         | 0.8621      | 7.6517             | 14             | 4              | 11.7057             | 2.1021                             |
| 0.1281        | 25.0  | 925  | 2.4347          | 0.4707 | 0.2571 | 0.4227 | 0.4233    | 0.8734         | 0.8675      | 8.2492             | 15             | 3              | 12.6937             | 4.5045                             |
| 0.1399        | 26.0  | 962  | 2.5391          | 0.4649 | 0.2454 | 0.4132 | 0.414     | 0.8703         | 0.8684      | 8.6547             | 17             | 4              | 13.1982             | 8.4084                             |
| 0.1279        | 27.0  | 999  | 2.5712          | 0.4723 | 0.2526 | 0.4208 | 0.4207    | 0.8729         | 0.8682      | 8.3393             | 17             | 4              | 12.6547             | 6.3063                             |
| 0.1224        | 28.0  | 1036 | 2.5410          | 0.466  | 0.2485 | 0.4159 | 0.4156    | 0.8743         | 0.8663      | 7.955              | 15             | 3              | 12.2643             | 3.3033                             |
| 0.1095        | 29.0  | 1073 | 2.6742          | 0.4647 | 0.2382 | 0.4094 | 0.4098    | 0.873          | 0.8641      | 8.033              | 16             | 4              | 12.3243             | 5.1051                             |
| 0.1202        | 30.0  | 1110 | 2.5533          | 0.4748 | 0.2495 | 0.4225 | 0.4234    | 0.8757         | 0.8676      | 8.1562             | 16             | 4              | 12.4204             | 4.8048                             |
| 0.1236        | 31.0  | 1147 | 2.5441          | 0.4709 | 0.2444 | 0.418  | 0.4187    | 0.87           | 0.8659      | 8.4144             | 17             | 4              | 12.8228             | 5.7057                             |
| 0.1074        | 32.0  | 1184 | 2.6271          | 0.4845 | 0.2619 | 0.4291 | 0.4301    | 0.8758         | 0.8684      | 8.1502             | 15             | 3              | 12.4985             | 4.5045                             |
| 0.0939        | 33.0  | 1221 | 2.6391          | 0.4806 | 0.2549 | 0.4251 | 0.4261    | 0.8722         | 0.869       | 8.6486             | 16             | 3              | 13.1592             | 7.8078                             |
| 0.0976        | 34.0  | 1258 | 2.6159          | 0.4798 | 0.2582 | 0.4264 | 0.4268    | 0.8738         | 0.8701      | 8.6096             | 17             | 3              | 13.0931             | 8.4084                             |
| 0.1042        | 35.0  | 1295 | 2.6224          | 0.4849 | 0.2557 | 0.428  | 0.4284    | 0.876          | 0.8705      | 8.2673             | 16             | 3              | 12.6757             | 4.5045                             |
| 0.094         | 36.0  | 1332 | 2.5925          | 0.4742 | 0.2542 | 0.4289 | 0.4296    | 0.8754         | 0.8683      | 8.033              | 15             | 3              | 12.3483             | 3.6036                             |
| 0.0794        | 37.0  | 1369 | 2.5782          | 0.4897 | 0.262  | 0.4354 | 0.4364    | 0.8762         | 0.8723      | 8.3153             | 16             | 3              | 12.7538             | 6.9069                             |
| 0.0823        | 38.0  | 1406 | 2.6590          | 0.4752 | 0.2486 | 0.4222 | 0.423     | 0.8737         | 0.8651      | 8.027              | 15             | 3              | 12.3123             | 6.3063                             |
| 0.0813        | 39.0  | 1443 | 2.6823          | 0.4817 | 0.2605 | 0.427  | 0.4276    | 0.8763         | 0.8696      | 8.1532             | 15             | 2              | 12.6006             | 5.1051                             |
| 0.0868        | 40.0  | 1480 | 2.6642          | 0.4827 | 0.2572 | 0.4308 | 0.4314    | 0.8757         | 0.8702      | 8.3964             | 16             | 3              | 12.6877             | 8.1081                             |
| 0.0786        | 41.0  | 1517 | 2.7908          | 0.4623 | 0.24   | 0.4086 | 0.4096    | 0.8704         | 0.863       | 8.1351             | 16             | 4              | 12.7447             | 7.2072                             |
| 0.0901        | 42.0  | 1554 | 2.7242          | 0.4613 | 0.2405 | 0.4115 | 0.413     | 0.8716         | 0.8636      | 8.2523             | 18             | 4              | 12.5465             | 6.9069                             |
| 0.0912        | 43.0  | 1591 | 2.7376          | 0.474  | 0.2446 | 0.4194 | 0.4191    | 0.8707         | 0.8694      | 8.6877             | 16             | 3              | 13.2282             | 10.5105                            |
| 0.0887        | 44.0  | 1628 | 2.7192          | 0.479  | 0.2539 | 0.4266 | 0.4268    | 0.874          | 0.8703      | 8.4865             | 15             | 4              | 13.1321             | 7.2072                             |
| 0.0807        | 45.0  | 1665 | 2.6935          | 0.4738 | 0.2501 | 0.4213 | 0.4223    | 0.874          | 0.8675      | 8.2042             | 16             | 2              | 12.6787             | 6.006                              |
| 0.0801        | 46.0  | 1702 | 2.7149          | 0.4662 | 0.2443 | 0.4229 | 0.4236    | 0.8745         | 0.8659      | 8.033              | 15             | 3              | 12.3453             | 4.2042                             |
| 0.0764        | 47.0  | 1739 | 2.6544          | 0.4697 | 0.249  | 0.4206 | 0.4202    | 0.8726         | 0.8668      | 8.2432             | 16             | 4              | 12.6637             | 6.9069                             |
| 0.0765        | 48.0  | 1776 | 2.7157          | 0.4764 | 0.2535 | 0.4234 | 0.4236    | 0.8762         | 0.8676      | 8.021              | 15             | 3              | 12.3544             | 4.5045                             |
| 0.065         | 49.0  | 1813 | 2.8051          | 0.4666 | 0.2452 | 0.4161 | 0.4165    | 0.8728         | 0.8665      | 8.2673             | 16             | 2              | 12.6246             | 5.1051                             |
| 0.0626        | 50.0  | 1850 | 2.7845          | 0.4781 | 0.2519 | 0.4254 | 0.4253    | 0.8746         | 0.8688      | 8.2192             | 16             | 3              | 12.5796             | 5.4054                             |
| 0.0608        | 51.0  | 1887 | 2.7371          | 0.4745 | 0.2456 | 0.4213 | 0.4208    | 0.8751         | 0.866       | 8.0871             | 17             | 2              | 12.3063             | 6.9069                             |
| 0.0599        | 52.0  | 1924 | 2.7620          | 0.474  | 0.2515 | 0.419  | 0.4204    | 0.8718         | 0.8667      | 8.1381             | 15             | 4              | 12.8979             | 3.9039                             |
| 0.0625        | 53.0  | 1961 | 2.8097          | 0.4646 | 0.2481 | 0.4137 | 0.4146    | 0.8706         | 0.8663      | 8.2733             | 15             | 3              | 12.7237             | 4.5045                             |
| 0.0529        | 54.0  | 1998 | 2.8677          | 0.4714 | 0.2436 | 0.4142 | 0.4147    | 0.8745         | 0.8651      | 7.8709             | 16             | 2              | 12.2012             | 4.2042                             |
| 0.05          | 55.0  | 2035 | 2.7892          | 0.467  | 0.2465 | 0.4152 | 0.4159    | 0.8739         | 0.8668      | 8.1712             | 17             | 2              | 12.4925             | 3.3033                             |
| 0.047         | 56.0  | 2072 | 2.7682          | 0.4719 | 0.2451 | 0.4223 | 0.423     | 0.8717         | 0.866       | 8.1802             | 15             | 3              | 12.5826             | 5.1051                             |
| 0.0504        | 57.0  | 2109 | 2.7897          | 0.4823 | 0.2555 | 0.427  | 0.4276    | 0.8754         | 0.8717      | 8.5345             | 15             | 3              | 12.9249             | 7.5075                             |
| 0.0463        | 58.0  | 2146 | 2.8505          | 0.471  | 0.2513 | 0.42   | 0.4204    | 0.8748         | 0.8683      | 8.2132             | 15             | 3              | 12.6426             | 5.7057                             |
| 0.0487        | 59.0  | 2183 | 2.7699          | 0.4658 | 0.2472 | 0.4156 | 0.4166    | 0.8726         | 0.8667      | 8.1231             | 15             | 3              | 12.5465             | 3.9039                             |
| 0.045         | 60.0  | 2220 | 2.7589          | 0.4718 | 0.2495 | 0.4211 | 0.4216    | 0.8741         | 0.8676      | 8.2432             | 17             | 4              | 12.5556             | 5.1051                             |
| 0.047         | 61.0  | 2257 | 2.8092          | 0.4814 | 0.2517 | 0.4253 | 0.4257    | 0.8759         | 0.8687      | 7.997              | 17             | 3              | 12.3393             | 3.003                              |
| 0.0415        | 62.0  | 2294 | 2.8059          | 0.4689 | 0.2494 | 0.4183 | 0.4191    | 0.8767         | 0.8655      | 7.7538             | 17             | 2              | 12.1381             | 2.4024                             |
| 0.0429        | 63.0  | 2331 | 2.8317          | 0.4783 | 0.2516 | 0.4248 | 0.4252    | 0.8764         | 0.8689      | 8.0811             | 17             | 3              | 12.4234             | 3.003                              |
| 0.0383        | 64.0  | 2368 | 2.8147          | 0.4728 | 0.2547 | 0.4189 | 0.4193    | 0.8732         | 0.867       | 8.1622             | 18             | 3              | 12.5916             | 4.2042                             |
| 0.039         | 65.0  | 2405 | 2.8237          | 0.4638 | 0.2401 | 0.414  | 0.4145    | 0.871          | 0.8654      | 8.3183             | 15             | 3              | 12.7057             | 5.7057                             |
| 0.0417        | 66.0  | 2442 | 2.8289          | 0.4726 | 0.2532 | 0.4242 | 0.4243    | 0.8746         | 0.8667      | 7.9159             | 15             | 3              | 12.3363             | 3.003                              |
| 0.0365        | 67.0  | 2479 | 2.8272          | 0.4752 | 0.2506 | 0.4222 | 0.4218    | 0.8732         | 0.8673      | 8.1652             | 15             | 3              | 12.5165             | 4.8048                             |
| 0.0372        | 68.0  | 2516 | 2.8469          | 0.4726 | 0.2491 | 0.4225 | 0.423     | 0.873          | 0.8665      | 8.1802             | 17             | 4              | 12.5796             | 5.4054                             |
| 0.0363        | 69.0  | 2553 | 2.8233          | 0.4745 | 0.2554 | 0.4244 | 0.4239    | 0.8751         | 0.8672      | 8.0601             | 16             | 4              | 12.2342             | 3.6036                             |
| 0.0356        | 70.0  | 2590 | 2.8652          | 0.4737 | 0.2471 | 0.4169 | 0.4167    | 0.8735         | 0.8658      | 8.03               | 17             | 4              | 12.3273             | 5.1051                             |
| 0.0366        | 71.0  | 2627 | 2.8722          | 0.4838 | 0.2598 | 0.4274 | 0.428     | 0.8767         | 0.869       | 8.0541             | 14             | 4              | 12.2913             | 3.003                              |
| 0.0334        | 72.0  | 2664 | 2.8650          | 0.4708 | 0.2508 | 0.4194 | 0.4195    | 0.873          | 0.8674      | 8.2252             | 16             | 4              | 12.6426             | 4.2042                             |
| 0.0328        | 73.0  | 2701 | 2.8827          | 0.479  | 0.2498 | 0.4221 | 0.422     | 0.8753         | 0.8683      | 8.1802             | 16             | 4              | 12.4835             | 3.3033                             |
| 0.0322        | 74.0  | 2738 | 2.8599          | 0.479  | 0.2524 | 0.4295 | 0.43      | 0.8746         | 0.8689      | 8.2583             | 17             | 4              | 12.6727             | 4.2042                             |
| 0.0308        | 75.0  | 2775 | 2.8559          | 0.4781 | 0.255  | 0.4279 | 0.4292    | 0.8766         | 0.8687      | 8.042              | 14             | 4              | 12.3033             | 2.4024                             |
| 0.0304        | 76.0  | 2812 | 2.8364          | 0.4779 | 0.2581 | 0.4286 | 0.4287    | 0.8759         | 0.8682      | 7.994              | 17             | 3              | 12.3063             | 3.3033                             |
| 0.0322        | 77.0  | 2849 | 2.8167          | 0.472  | 0.2489 | 0.4222 | 0.4225    | 0.8746         | 0.8673      | 8.003              | 17             | 4              | 12.3754             | 4.8048                             |
| 0.0296        | 78.0  | 2886 | 2.8835          | 0.4716 | 0.2541 | 0.4217 | 0.4219    | 0.8734         | 0.8679      | 8.2252             | 17             | 4              | 12.6787             | 4.5045                             |
| 0.0284        | 79.0  | 2923 | 2.8712          | 0.4729 | 0.2526 | 0.4228 | 0.4229    | 0.874          | 0.8672      | 8.1772             | 18             | 4              | 12.5495             | 3.6036                             |
| 0.0286        | 80.0  | 2960 | 2.8709          | 0.4826 | 0.2596 | 0.4328 | 0.4324    | 0.877          | 0.8705      | 8.1592             | 18             | 4              | 12.4234             | 4.2042                             |
| 0.0287        | 81.0  | 2997 | 2.8556          | 0.4746 | 0.2558 | 0.4228 | 0.4236    | 0.8747         | 0.8681      | 8.1381             | 17             | 4              | 12.3994             | 3.003                              |
| 0.0287        | 82.0  | 3034 | 2.8867          | 0.4788 | 0.2617 | 0.429  | 0.4291    | 0.8757         | 0.8701      | 8.3273             | 17             | 4              | 12.6997             | 5.1051                             |
| 0.0298        | 83.0  | 3071 | 2.8793          | 0.4828 | 0.2609 | 0.4306 | 0.4295    | 0.8757         | 0.8702      | 8.2673             | 17             | 4              | 12.6066             | 4.5045                             |
| 0.0266        | 84.0  | 3108 | 2.8795          | 0.472  | 0.2499 | 0.4208 | 0.4207    | 0.8742         | 0.8677      | 8.1742             | 15             | 4              | 12.5345             | 3.6036                             |
| 0.0257        | 85.0  | 3145 | 2.8788          | 0.48   | 0.2543 | 0.4244 | 0.4247    | 0.876          | 0.8686      | 8.1321             | 14             | 4              | 12.3874             | 2.7027                             |
| 0.0255        | 86.0  | 3182 | 2.9130          | 0.4868 | 0.266  | 0.4307 | 0.4304    | 0.8762         | 0.8702      | 8.1652             | 15             | 4              | 12.5285             | 3.3033                             |
| 0.0254        | 87.0  | 3219 | 2.9050          | 0.4847 | 0.2627 | 0.4327 | 0.432     | 0.877          | 0.8702      | 8.042              | 16             | 4              | 12.4324             | 3.3033                             |
| 0.0233        | 88.0  | 3256 | 2.9014          | 0.4855 | 0.2615 | 0.433  | 0.4328    | 0.8758         | 0.8701      | 8.2613             | 16             | 4              | 12.5706             | 3.9039                             |
| 0.0268        | 89.0  | 3293 | 2.8937          | 0.487  | 0.2586 | 0.4316 | 0.4317    | 0.8763         | 0.8707      | 8.2402             | 15             | 4              | 12.5616             | 4.2042                             |
| 0.0243        | 90.0  | 3330 | 2.8926          | 0.4838 | 0.2584 | 0.4271 | 0.4268    | 0.8765         | 0.8695      | 8.1171             | 14             | 4              | 12.3483             | 3.3033                             |
| 0.0248        | 91.0  | 3367 | 2.8870          | 0.4775 | 0.2503 | 0.4223 | 0.4222    | 0.8748         | 0.8678      | 8.1201             | 14             | 4              | 12.4354             | 3.3033                             |
| 0.0237        | 92.0  | 3404 | 2.8978          | 0.4816 | 0.2556 | 0.4275 | 0.4275    | 0.8752         | 0.8688      | 8.0991             | 14             | 4              | 12.4685             | 2.7027                             |
| 0.0244        | 93.0  | 3441 | 2.9025          | 0.4778 | 0.2506 | 0.4246 | 0.4249    | 0.8747         | 0.868       | 8.039              | 14             | 4              | 12.4174             | 3.003                              |
| 0.0227        | 94.0  | 3478 | 2.9164          | 0.4733 | 0.2486 | 0.4199 | 0.4204    | 0.8745         | 0.8669      | 7.973              | 14             | 4              | 12.3123             | 2.7027                             |
| 0.0215        | 95.0  | 3515 | 2.9183          | 0.4795 | 0.2495 | 0.4233 | 0.4231    | 0.8751         | 0.8682      | 8.03               | 14             | 4              | 12.4084             | 3.003                              |
| 0.0225        | 96.0  | 3552 | 2.9207          | 0.4763 | 0.2463 | 0.4204 | 0.4206    | 0.8752         | 0.8677      | 8.0511             | 14             | 4              | 12.3934             | 2.7027                             |
| 0.0208        | 97.0  | 3589 | 2.9226          | 0.4815 | 0.2556 | 0.4271 | 0.4276    | 0.8758         | 0.869       | 8.0871             | 14             | 4              | 12.4144             | 2.7027                             |
| 0.0225        | 98.0  | 3626 | 2.9234          | 0.4832 | 0.2576 | 0.4285 | 0.4281    | 0.8762         | 0.8693      | 8.1351             | 16             | 4              | 12.4595             | 3.003                              |
| 0.0219        | 99.0  | 3663 | 2.9243          | 0.4809 | 0.2543 | 0.4249 | 0.4249    | 0.8754         | 0.8686      | 8.1141             | 14             | 4              | 12.4775             | 2.7027                             |
| 0.0214        | 100.0 | 3700 | 2.9239          | 0.4821 | 0.2554 | 0.4273 | 0.4271    | 0.8753         | 0.8686      | 8.1231             | 14             | 4              | 12.4805             | 2.7027                             |


### Framework versions

- Transformers 4.33.1
- Pytorch 2.0.1+cu118
- Datasets 2.14.5
- Tokenizers 0.13.3