transformers pytorch roberta fill-mask generated_from_trainer base_model:cardiffnlp/twitter-roberta-base-2019-90m license:mit autotrain_compatible endpoints_compatible region:us
---
license: mit
base_model: cardiffnlp/twitter-roberta-base-2019-90m
tags:
- generated_from_trainer
model-index:
- name: 2020-Q2-75p-filtered-random
  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. -->

# 2020-Q2-75p-filtered-random

This model is a fine-tuned version of [cardiffnlp/twitter-roberta-base-2019-90m](https://huggingface.co/cardiffnlp/twitter-roberta-base-2019-90m) on an unknown dataset.
It achieves the following results on the evaluation set:
- Loss: 1.9264

## 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: 4.1e-07
- train_batch_size: 16
- eval_batch_size: 16
- seed: 42
- optimizer: Adam with betas=(0.9,0.98) and epsilon=1e-08
- lr_scheduler_type: linear
- training_steps: 2400000

### Training results

| Training Loss | Epoch | Step    | Validation Loss |
|:-------------:|:-----:|:-------:|:---------------:|
| No log        | 0.07  | 8000    | 2.2326          |
| 2.407         | 0.13  | 16000   | 2.1532          |
| 2.407         | 0.2   | 24000   | 2.1195          |
| 2.23          | 0.27  | 32000   | 2.0944          |
| 2.23          | 0.34  | 40000   | 2.0626          |
| 2.1798        | 0.4   | 48000   | 2.0517          |
| 2.1798        | 0.47  | 56000   | 2.0355          |
| 2.1621        | 0.54  | 64000   | 2.0469          |
| 2.1621        | 0.61  | 72000   | 2.0306          |
| 2.1419        | 0.67  | 80000   | 2.0182          |
| 2.1419        | 0.74  | 88000   | 2.0107          |
| 2.1264        | 0.81  | 96000   | 2.0096          |
| 2.1264        | 0.88  | 104000  | 2.0104          |
| 2.1203        | 0.94  | 112000  | 2.0037          |
| 2.1203        | 1.01  | 120000  | 2.0078          |
| 2.1116        | 1.08  | 128000  | 1.9965          |
| 2.1116        | 1.15  | 136000  | 2.0025          |
| 2.1041        | 1.21  | 144000  | 1.9929          |
| 2.1041        | 1.28  | 152000  | 1.9870          |
| 2.1058        | 1.35  | 160000  | 1.9895          |
| 2.1058        | 1.41  | 168000  | 1.9795          |
| 2.1064        | 1.48  | 176000  | 1.9893          |
| 2.1064        | 1.55  | 184000  | 1.9877          |
| 2.098         | 1.62  | 192000  | 1.9920          |
| 2.098         | 1.68  | 200000  | 1.9801          |
| 2.0916        | 1.75  | 208000  | 1.9778          |
| 2.0916        | 1.82  | 216000  | 1.9745          |
| 2.0951        | 1.89  | 224000  | 1.9831          |
| 2.0951        | 1.95  | 232000  | 1.9749          |
| 2.092         | 2.02  | 240000  | 1.9754          |
| 2.092         | 2.09  | 248000  | 1.9794          |
| 2.0968        | 2.16  | 256000  | 1.9675          |
| 2.0968        | 2.22  | 264000  | 1.9710          |
| 2.0942        | 2.29  | 272000  | 1.9712          |
| 2.0942        | 2.36  | 280000  | 1.9662          |
| 2.0929        | 2.43  | 288000  | 1.9672          |
| 2.0929        | 2.49  | 296000  | 1.9830          |
| 2.092         | 2.56  | 304000  | 1.9804          |
| 2.092         | 2.63  | 312000  | 1.9661          |
| 2.0886        | 2.69  | 320000  | 1.9668          |
| 2.0886        | 2.76  | 328000  | 1.9643          |
| 2.0883        | 2.83  | 336000  | 1.9710          |
| 2.0883        | 2.9   | 344000  | 1.9678          |
| 2.0937        | 2.96  | 352000  | 1.9737          |
| 2.0937        | 3.03  | 360000  | 1.9638          |
| 2.0899        | 3.1   | 368000  | 1.9599          |
| 2.0899        | 3.17  | 376000  | 1.9570          |
| 2.0839        | 3.23  | 384000  | 1.9688          |
| 2.0839        | 3.3   | 392000  | 1.9613          |
| 2.0862        | 3.37  | 400000  | 1.9686          |
| 2.0862        | 3.44  | 408000  | 1.9690          |
| 2.0844        | 3.5   | 416000  | 1.9665          |
| 2.0844        | 3.57  | 424000  | 1.9512          |
| 2.0802        | 3.64  | 432000  | 1.9652          |
| 2.0802        | 3.71  | 440000  | 1.9594          |
| 2.0882        | 3.77  | 448000  | 1.9543          |
| 2.0882        | 3.84  | 456000  | 1.9635          |
| 2.0794        | 3.91  | 464000  | 1.9618          |
| 2.0794        | 3.97  | 472000  | 1.9617          |
| 2.0848        | 4.04  | 480000  | 1.9597          |
| 2.0848        | 4.11  | 488000  | 1.9586          |
| 2.0814        | 4.18  | 496000  | 1.9587          |
| 2.0814        | 4.24  | 504000  | 1.9510          |
| 2.0765        | 4.31  | 512000  | 1.9643          |
| 2.0765        | 4.38  | 520000  | 1.9586          |
| 2.0887        | 4.45  | 528000  | 1.9476          |
| 2.0887        | 4.51  | 536000  | 1.9539          |
| 2.0857        | 4.58  | 544000  | 1.9538          |
| 2.0857        | 4.65  | 552000  | 1.9528          |
| 2.0798        | 4.72  | 560000  | 1.9586          |
| 2.0798        | 4.78  | 568000  | 1.9660          |
| 2.0752        | 4.85  | 576000  | 1.9639          |
| 2.0752        | 4.92  | 584000  | 1.9505          |
| 2.0771        | 4.99  | 592000  | 1.9551          |
| 2.0771        | 5.05  | 600000  | 1.9495          |
| 2.0772        | 5.12  | 608000  | 1.9536          |
| 2.0772        | 5.19  | 616000  | 1.9567          |
| 2.0836        | 5.25  | 624000  | 1.9534          |
| 2.0836        | 5.32  | 632000  | 1.9663          |
| 2.0851        | 5.39  | 640000  | 1.9535          |
| 2.0851        | 5.46  | 648000  | 1.9554          |
| 2.0842        | 5.52  | 656000  | 1.9539          |
| 2.0842        | 5.59  | 664000  | 1.9589          |
| 2.088         | 5.66  | 672000  | 1.9572          |
| 2.088         | 5.73  | 680000  | 1.9603          |
| 2.075         | 5.79  | 688000  | 1.9639          |
| 2.075         | 5.86  | 696000  | 1.9537          |
| 2.077         | 5.93  | 704000  | 1.9612          |
| 2.077         | 6.0   | 712000  | 1.9571          |
| 2.0692        | 6.06  | 720000  | 1.9545          |
| 2.0692        | 6.13  | 728000  | 1.9494          |
| 2.087         | 6.2   | 736000  | 1.9555          |
| 2.087         | 6.27  | 744000  | 1.9566          |
| 2.0783        | 6.33  | 752000  | 1.9447          |
| 2.0783        | 6.4   | 760000  | 1.9518          |
| 2.0771        | 6.47  | 768000  | 1.9429          |
| 2.0771        | 6.53  | 776000  | 1.9603          |
| 2.0794        | 6.6   | 784000  | 1.9503          |
| 2.0794        | 6.67  | 792000  | 1.9572          |
| 2.0777        | 6.74  | 800000  | 1.9607          |
| 2.0777        | 6.8   | 808000  | 1.9525          |
| 2.0725        | 6.87  | 816000  | 1.9495          |
| 2.0725        | 6.94  | 824000  | 1.9517          |
| 2.0863        | 7.01  | 832000  | 1.9523          |
| 2.0863        | 7.07  | 840000  | 1.9441          |
| 2.0735        | 7.14  | 848000  | 1.9430          |
| 2.0735        | 7.21  | 856000  | 1.9517          |
| 2.0808        | 7.28  | 864000  | 1.9442          |
| 2.0808        | 7.34  | 872000  | 1.9414          |
| 2.0756        | 7.41  | 880000  | 1.9439          |
| 2.0756        | 7.48  | 888000  | 1.9428          |
| 2.0799        | 7.55  | 896000  | 1.9472          |
| 2.0799        | 7.61  | 904000  | 1.9426          |
| 2.0717        | 7.68  | 912000  | 1.9461          |
| 2.0717        | 7.75  | 920000  | 1.9583          |
| 2.0799        | 7.81  | 928000  | 1.9433          |
| 2.0799        | 7.88  | 936000  | 1.9442          |
| 2.0704        | 7.95  | 944000  | 1.9396          |
| 2.0704        | 8.02  | 952000  | 1.9409          |
| 2.0785        | 8.08  | 960000  | 1.9520          |
| 2.0785        | 8.15  | 968000  | 1.9409          |
| 2.0761        | 8.22  | 976000  | 1.9469          |
| 2.0761        | 8.29  | 984000  | 1.9372          |
| 2.0739        | 8.35  | 992000  | 1.9385          |
| 2.0739        | 8.42  | 1000000 | 1.9540          |
| 2.0761        | 8.49  | 1008000 | 1.9488          |
| 2.0761        | 8.56  | 1016000 | 1.9464          |
| 2.0725        | 8.62  | 1024000 | 1.9466          |
| 2.0725        | 8.69  | 1032000 | 1.9460          |
| 2.0704        | 8.76  | 1040000 | 1.9449          |
| 2.0704        | 8.83  | 1048000 | 1.9493          |
| 2.0734        | 8.89  | 1056000 | 1.9463          |
| 2.0734        | 8.96  | 1064000 | 1.9403          |
| 2.0744        | 9.03  | 1072000 | 1.9467          |
| 2.0744        | 9.09  | 1080000 | 1.9406          |
| 2.0776        | 9.16  | 1088000 | 1.9492          |
| 2.0776        | 9.23  | 1096000 | 1.9433          |
| 2.068         | 9.3   | 1104000 | 1.9450          |
| 2.068         | 9.36  | 1112000 | 1.9473          |
| 2.0755        | 9.43  | 1120000 | 1.9459          |
| 2.0755        | 9.5   | 1128000 | 1.9563          |
| 2.0783        | 9.57  | 1136000 | 1.9369          |
| 2.0783        | 9.63  | 1144000 | 1.9461          |
| 2.0776        | 9.7   | 1152000 | 1.9494          |
| 2.0776        | 9.77  | 1160000 | 1.9312          |
| 2.0757        | 9.84  | 1168000 | 1.9452          |
| 2.0757        | 9.9   | 1176000 | 1.9425          |
| 2.0776        | 9.97  | 1184000 | 1.9536          |
| 2.0776        | 10.04 | 1192000 | 1.9351          |
| 2.0769        | 10.11 | 1200000 | 1.9301          |
| 2.0769        | 10.17 | 1208000 | 1.9464          |
| 2.071         | 10.24 | 1216000 | 1.9410          |
| 2.071         | 10.31 | 1224000 | 1.9321          |
| 2.0702        | 10.37 | 1232000 | 1.9406          |
| 2.0702        | 10.44 | 1240000 | 1.9525          |
| 2.0716        | 10.51 | 1248000 | 1.9418          |
| 2.0716        | 10.58 | 1256000 | 1.9373          |
| 2.0753        | 10.64 | 1264000 | 1.9363          |
| 2.0753        | 10.71 | 1272000 | 1.9504          |
| 2.0757        | 10.78 | 1280000 | 1.9376          |
| 2.0757        | 10.85 | 1288000 | 1.9351          |
| 2.0656        | 10.91 | 1296000 | 1.9445          |
| 2.0656        | 10.98 | 1304000 | 1.9282          |
| 2.0732        | 11.05 | 1312000 | 1.9437          |
| 2.0732        | 11.12 | 1320000 | 1.9501          |
| 2.0756        | 11.18 | 1328000 | 1.9379          |
| 2.0756        | 11.25 | 1336000 | 1.9430          |
| 2.0885        | 11.32 | 1344000 | 1.9392          |
| 2.0885        | 11.39 | 1352000 | 1.9344          |
| 2.0758        | 11.45 | 1360000 | 1.9364          |
| 2.0758        | 11.52 | 1368000 | 1.9404          |
| 2.0693        | 11.59 | 1376000 | 1.9347          |
| 2.0693        | 11.65 | 1384000 | 1.9438          |
| 2.0675        | 11.72 | 1392000 | 1.9367          |
| 2.0675        | 11.79 | 1400000 | 1.9438          |
| 2.0731        | 11.86 | 1408000 | 1.9327          |
| 2.0731        | 11.92 | 1416000 | 1.9341          |
| 2.0774        | 11.99 | 1424000 | 1.9390          |
| 2.0774        | 12.06 | 1432000 | 1.9457          |
| 2.0738        | 12.13 | 1440000 | 1.9437          |
| 2.0738        | 12.19 | 1448000 | 1.9353          |
| 2.0667        | 12.26 | 1456000 | 1.9424          |
| 2.0667        | 12.33 | 1464000 | 1.9435          |
| 2.0674        | 12.4  | 1472000 | 1.9336          |
| 2.0674        | 12.46 | 1480000 | 1.9461          |
| 2.0704        | 12.53 | 1488000 | 1.9458          |
| 2.0704        | 12.6  | 1496000 | 1.9397          |
| 2.0691        | 12.67 | 1504000 | 1.9438          |
| 2.0691        | 12.73 | 1512000 | 1.9325          |
| 2.0727        | 12.8  | 1520000 | 1.9359          |
| 2.0727        | 12.87 | 1528000 | 1.9427          |
| 2.0715        | 12.93 | 1536000 | 1.9491          |
| 2.0715        | 13.0  | 1544000 | 1.9351          |
| 2.0692        | 13.07 | 1552000 | 1.9246          |
| 2.0692        | 13.14 | 1560000 | 1.9457          |
| 2.0711        | 13.2  | 1568000 | 1.9406          |
| 2.0711        | 13.27 | 1576000 | 1.9458          |
| 2.0735        | 13.34 | 1584000 | 1.9356          |
| 2.0735        | 13.41 | 1592000 | 1.9443          |
| 2.0707        | 13.47 | 1600000 | 1.9309          |
| 2.0707        | 13.54 | 1608000 | 1.9367          |
| 2.0776        | 13.61 | 1616000 | 1.9390          |
| 2.0776        | 13.68 | 1624000 | 1.9391          |
| 2.074         | 13.74 | 1632000 | 1.9459          |
| 2.074         | 13.81 | 1640000 | 1.9316          |
| 2.0681        | 13.88 | 1648000 | 1.9355          |
| 2.0681        | 13.95 | 1656000 | 1.9428          |
| 2.0671        | 14.01 | 1664000 | 1.9286          |
| 2.0671        | 14.08 | 1672000 | 1.9374          |
| 2.0672        | 14.15 | 1680000 | 1.9413          |
| 2.0672        | 14.21 | 1688000 | 1.9372          |
| 2.0675        | 14.28 | 1696000 | 1.9317          |
| 2.0675        | 14.35 | 1704000 | 1.9432          |
| 2.0665        | 14.42 | 1712000 | 1.9444          |
| 2.0665        | 14.48 | 1720000 | 1.9393          |
| 2.0645        | 14.55 | 1728000 | 1.9462          |
| 2.0645        | 14.62 | 1736000 | 1.9374          |
| 2.0712        | 14.69 | 1744000 | 1.9367          |
| 2.0712        | 14.75 | 1752000 | 1.9407          |
| 2.0689        | 14.82 | 1760000 | 1.9361          |
| 2.0689        | 14.89 | 1768000 | 1.9395          |
| 2.0657        | 14.96 | 1776000 | 1.9389          |
| 2.0657        | 15.02 | 1784000 | 1.9396          |
| 2.0781        | 15.09 | 1792000 | 1.9406          |
| 2.0781        | 15.16 | 1800000 | 1.9366          |
| 2.0631        | 15.23 | 1808000 | 1.9357          |
| 2.0631        | 15.29 | 1816000 | 1.9456          |
| 2.0738        | 15.36 | 1824000 | 1.9325          |
| 2.0738        | 15.43 | 1832000 | 1.9377          |
| 2.0726        | 15.49 | 1840000 | 1.9405          |
| 2.0726        | 15.56 | 1848000 | 1.9333          |
| 2.0699        | 15.63 | 1856000 | 1.9369          |
| 2.0699        | 15.7  | 1864000 | 1.9418          |
| 2.0764        | 15.76 | 1872000 | 1.9363          |
| 2.0764        | 15.83 | 1880000 | 1.9375          |
| 2.0779        | 15.9  | 1888000 | 1.9335          |
| 2.0779        | 15.97 | 1896000 | 1.9455          |
| 2.0693        | 16.03 | 1904000 | 1.9447          |
| 2.0693        | 16.1  | 1912000 | 1.9349          |
| 2.0716        | 16.17 | 1920000 | 1.9339          |
| 2.0716        | 16.24 | 1928000 | 1.9426          |
| 2.075         | 16.3  | 1936000 | 1.9439          |
| 2.075         | 16.37 | 1944000 | 1.9334          |
| 2.0751        | 16.44 | 1952000 | 1.9466          |
| 2.0751        | 16.51 | 1960000 | 1.9397          |
| 2.0734        | 16.57 | 1968000 | 1.9367          |
| 2.0734        | 16.64 | 1976000 | 1.9349          |
| 2.0685        | 16.71 | 1984000 | 1.9510          |
| 2.0685        | 16.77 | 1992000 | 1.9428          |
| 2.0706        | 16.84 | 2000000 | 1.9509          |
| 2.0706        | 16.91 | 2008000 | 1.9403          |
| 2.0716        | 16.98 | 2016000 | 1.9384          |
| 2.0716        | 17.04 | 2024000 | 1.9355          |
| 2.0741        | 17.11 | 2032000 | 1.9308          |
| 2.0741        | 17.18 | 2040000 | 1.9395          |
| 2.0714        | 17.25 | 2048000 | 1.9502          |
| 2.0714        | 17.31 | 2056000 | 1.9337          |
| 2.0696        | 17.38 | 2064000 | 1.9383          |
| 2.0696        | 17.45 | 2072000 | 1.9451          |
| 2.0729        | 17.52 | 2080000 | 1.9373          |
| 2.0729        | 17.58 | 2088000 | 1.9366          |
| 2.0716        | 17.65 | 2096000 | 1.9334          |
| 2.0716        | 17.72 | 2104000 | 1.9417          |
| 2.074         | 17.79 | 2112000 | 1.9408          |
| 2.074         | 17.85 | 2120000 | 1.9258          |
| 2.0745        | 17.92 | 2128000 | 1.9385          |
| 2.0745        | 17.99 | 2136000 | 1.9409          |
| 2.074         | 18.05 | 2144000 | 1.9342          |
| 2.074         | 18.12 | 2152000 | 1.9437          |
| 2.0666        | 18.19 | 2160000 | 1.9406          |
| 2.0666        | 18.26 | 2168000 | 1.9382          |
| 2.0657        | 18.32 | 2176000 | 1.9398          |
| 2.0657        | 18.39 | 2184000 | 1.9247          |
| 2.0692        | 18.46 | 2192000 | 1.9377          |
| 2.0692        | 18.53 | 2200000 | 1.9423          |
| 2.0726        | 18.59 | 2208000 | 1.9395          |
| 2.0726        | 18.66 | 2216000 | 1.9286          |
| 2.0688        | 18.73 | 2224000 | 1.9357          |
| 2.0688        | 18.8  | 2232000 | 1.9267          |
| 2.0732        | 18.86 | 2240000 | 1.9293          |
| 2.0732        | 18.93 | 2248000 | 1.9415          |
| 2.0697        | 19.0  | 2256000 | 1.9456          |
| 2.0697        | 19.07 | 2264000 | 1.9331          |
| 2.0747        | 19.13 | 2272000 | 1.9439          |
| 2.0747        | 19.2  | 2280000 | 1.9294          |
| 2.072         | 19.27 | 2288000 | 1.9305          |
| 2.072         | 19.33 | 2296000 | 1.9401          |
| 2.0609        | 19.4  | 2304000 | 1.9362          |
| 2.0609        | 19.47 | 2312000 | 1.9451          |
| 2.073         | 19.54 | 2320000 | 1.9352          |
| 2.073         | 19.6  | 2328000 | 1.9380          |
| 2.0793        | 19.67 | 2336000 | 1.9392          |
| 2.0793        | 19.74 | 2344000 | 1.9438          |
| 2.0787        | 19.81 | 2352000 | 1.9403          |
| 2.0787        | 19.87 | 2360000 | 1.9380          |
| 2.0694        | 19.94 | 2368000 | 1.9275          |
| 2.0694        | 20.01 | 2376000 | 1.9344          |
| 2.0649        | 20.08 | 2384000 | 1.9443          |
| 2.0649        | 20.14 | 2392000 | 1.9401          |
| 2.0727        | 20.21 | 2400000 | 1.9447          |


### Framework versions

- Transformers 4.35.0.dev0
- Pytorch 2.0.1+cu117
- Datasets 2.14.5
- Tokenizers 0.14.0
