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-Q4-full_tweets
  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-Q4-full_tweets

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: 1.9720

## 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        | 0.02  | 8000    | 2.2726          |
| 2.454         | 0.03  | 16000   | 2.1965          |
| 2.454         | 0.05  | 24000   | 2.1550          |
| 2.2713        | 0.07  | 32000   | 2.1327          |
| 2.2713        | 0.08  | 40000   | 2.1084          |
| 2.2285        | 0.1   | 48000   | 2.0920          |
| 2.2285        | 0.12  | 56000   | 2.0790          |
| 2.2116        | 0.13  | 64000   | 2.0766          |
| 2.2116        | 0.15  | 72000   | 2.0627          |
| 2.1857        | 0.17  | 80000   | 2.0600          |
| 2.1857        | 0.19  | 88000   | 2.0541          |
| 2.1716        | 0.2   | 96000   | 2.0404          |
| 2.1716        | 0.22  | 104000  | 2.0438          |
| 2.1594        | 0.24  | 112000  | 2.0344          |
| 2.1594        | 0.25  | 120000  | 2.0421          |
| 2.1584        | 0.27  | 128000  | 2.0309          |
| 2.1584        | 0.29  | 136000  | 2.0293          |
| 2.1426        | 0.3   | 144000  | 2.0262          |
| 2.1426        | 0.32  | 152000  | 2.0243          |
| 2.1494        | 0.34  | 160000  | 2.0235          |
| 2.1494        | 0.35  | 168000  | 2.0238          |
| 2.1466        | 0.37  | 176000  | 2.0158          |
| 2.1466        | 0.39  | 184000  | 2.0198          |
| 2.1389        | 0.4   | 192000  | 2.0098          |
| 2.1389        | 0.42  | 200000  | 2.0161          |
| 2.1312        | 0.44  | 208000  | 2.0185          |
| 2.1312        | 0.45  | 216000  | 2.0058          |
| 2.1404        | 0.47  | 224000  | 2.0143          |
| 2.1404        | 0.49  | 232000  | 2.0040          |
| 2.1385        | 0.51  | 240000  | 2.0060          |
| 2.1385        | 0.52  | 248000  | 2.0096          |
| 2.1356        | 0.54  | 256000  | 2.0073          |
| 2.1356        | 0.56  | 264000  | 2.0079          |
| 2.1297        | 0.57  | 272000  | 2.0068          |
| 2.1297        | 0.59  | 280000  | 2.0082          |
| 2.1319        | 0.61  | 288000  | 2.0070          |
| 2.1319        | 0.62  | 296000  | 2.0041          |
| 2.1296        | 0.64  | 304000  | 2.0038          |
| 2.1296        | 0.66  | 312000  | 2.0013          |
| 2.1289        | 0.67  | 320000  | 2.0043          |
| 2.1289        | 0.69  | 328000  | 2.0036          |
| 2.127         | 0.71  | 336000  | 2.0021          |
| 2.127         | 0.72  | 344000  | 2.0051          |
| 2.1244        | 0.74  | 352000  | 2.0006          |
| 2.1244        | 0.76  | 360000  | 2.0008          |
| 2.1271        | 0.77  | 368000  | 2.0028          |
| 2.1271        | 0.79  | 376000  | 2.0010          |
| 2.1258        | 0.81  | 384000  | 2.0008          |
| 2.1258        | 0.83  | 392000  | 1.9967          |
| 2.121         | 0.84  | 400000  | 2.0009          |
| 2.121         | 0.86  | 408000  | 1.9976          |
| 2.1288        | 0.88  | 416000  | 1.9993          |
| 2.1288        | 0.89  | 424000  | 1.9968          |
| 2.1358        | 0.91  | 432000  | 1.9999          |
| 2.1358        | 0.93  | 440000  | 1.9947          |
| 2.1339        | 0.94  | 448000  | 2.0011          |
| 2.1339        | 0.96  | 456000  | 2.0030          |
| 2.1256        | 0.98  | 464000  | 1.9871          |
| 2.1256        | 0.99  | 472000  | 1.9928          |
| 2.1304        | 1.01  | 480000  | 1.9876          |
| 2.1304        | 1.03  | 488000  | 1.9956          |
| 2.1224        | 1.04  | 496000  | 1.9979          |
| 2.1224        | 1.06  | 504000  | 1.9990          |
| 2.1274        | 1.08  | 512000  | 1.9970          |
| 2.1274        | 1.09  | 520000  | 1.9944          |
| 2.1215        | 1.11  | 528000  | 1.9924          |
| 2.1215        | 1.13  | 536000  | 1.9945          |
| 2.1246        | 1.15  | 544000  | 1.9916          |
| 2.1246        | 1.16  | 552000  | 1.9928          |
| 2.1305        | 1.18  | 560000  | 1.9927          |
| 2.1305        | 1.2   | 568000  | 1.9953          |
| 2.1204        | 1.21  | 576000  | 1.9892          |
| 2.1204        | 1.23  | 584000  | 1.9910          |
| 2.1171        | 1.25  | 592000  | 1.9920          |
| 2.1171        | 1.26  | 600000  | 1.9933          |
| 2.121         | 1.28  | 608000  | 1.9892          |
| 2.121         | 1.3   | 616000  | 1.9887          |
| 2.1238        | 1.31  | 624000  | 1.9917          |
| 2.1238        | 1.33  | 632000  | 1.9871          |
| 2.1235        | 1.35  | 640000  | 1.9852          |
| 2.1235        | 1.36  | 648000  | 1.9862          |
| 2.1266        | 1.38  | 656000  | 1.9866          |
| 2.1266        | 1.4   | 664000  | 1.9921          |
| 2.1236        | 1.41  | 672000  | 1.9807          |
| 2.1236        | 1.43  | 680000  | 1.9859          |
| 2.1278        | 1.45  | 688000  | 1.9925          |
| 2.1278        | 1.47  | 696000  | 1.9856          |
| 2.1116        | 1.48  | 704000  | 1.9882          |
| 2.1116        | 1.5   | 712000  | 1.9869          |
| 2.1128        | 1.52  | 720000  | 1.9819          |
| 2.1128        | 1.53  | 728000  | 1.9836          |
| 2.1208        | 1.55  | 736000  | 1.9819          |
| 2.1208        | 1.57  | 744000  | 1.9867          |
| 2.1248        | 1.58  | 752000  | 1.9893          |
| 2.1248        | 1.6   | 760000  | 1.9867          |
| 2.1181        | 1.62  | 768000  | 1.9826          |
| 2.1181        | 1.63  | 776000  | 1.9860          |
| 2.117         | 1.65  | 784000  | 1.9858          |
| 2.117         | 1.67  | 792000  | 1.9828          |
| 2.1203        | 1.68  | 800000  | 1.9846          |
| 2.1203        | 1.7   | 808000  | 1.9876          |
| 2.1219        | 1.72  | 816000  | 1.9816          |
| 2.1219        | 1.73  | 824000  | 1.9856          |
| 2.1226        | 1.75  | 832000  | 1.9833          |
| 2.1226        | 1.77  | 840000  | 1.9829          |
| 2.1218        | 1.79  | 848000  | 1.9870          |
| 2.1218        | 1.8   | 856000  | 1.9794          |
| 2.1207        | 1.82  | 864000  | 1.9860          |
| 2.1207        | 1.84  | 872000  | 1.9841          |
| 2.1173        | 1.85  | 880000  | 1.9851          |
| 2.1173        | 1.87  | 888000  | 1.9808          |
| 2.118         | 1.89  | 896000  | 1.9755          |
| 2.118         | 1.9   | 904000  | 1.9814          |
| 2.1085        | 1.92  | 912000  | 1.9834          |
| 2.1085        | 1.94  | 920000  | 1.9811          |
| 2.1213        | 1.95  | 928000  | 1.9837          |
| 2.1213        | 1.97  | 936000  | 1.9880          |
| 2.1254        | 1.99  | 944000  | 1.9802          |
| 2.1254        | 2.0   | 952000  | 1.9771          |
| 2.119         | 2.02  | 960000  | 1.9837          |
| 2.119         | 2.04  | 968000  | 1.9815          |
| 2.1217        | 2.05  | 976000  | 1.9791          |
| 2.1217        | 2.07  | 984000  | 1.9858          |
| 2.1196        | 2.09  | 992000  | 1.9823          |
| 2.1196        | 2.11  | 1000000 | 1.9849          |
| 2.1175        | 2.12  | 1008000 | 1.9832          |
| 2.1175        | 2.14  | 1016000 | 1.9795          |
| 2.1165        | 2.16  | 1024000 | 1.9848          |
| 2.1165        | 2.17  | 1032000 | 1.9813          |
| 2.1223        | 2.19  | 1040000 | 1.9791          |
| 2.1223        | 2.21  | 1048000 | 1.9791          |
| 2.1196        | 2.22  | 1056000 | 1.9724          |
| 2.1196        | 2.24  | 1064000 | 1.9779          |
| 2.1097        | 2.26  | 1072000 | 1.9785          |
| 2.1097        | 2.27  | 1080000 | 1.9842          |
| 2.109         | 2.29  | 1088000 | 1.9792          |
| 2.109         | 2.31  | 1096000 | 1.9804          |
| 2.1175        | 2.32  | 1104000 | 1.9811          |
| 2.1175        | 2.34  | 1112000 | 1.9813          |
| 2.1239        | 2.36  | 1120000 | 1.9742          |
| 2.1239        | 2.37  | 1128000 | 1.9759          |
| 2.1141        | 2.39  | 1136000 | 1.9835          |
| 2.1141        | 2.41  | 1144000 | 1.9814          |
| 2.1121        | 2.43  | 1152000 | 1.9753          |
| 2.1121        | 2.44  | 1160000 | 1.9796          |
| 2.1298        | 2.46  | 1168000 | 1.9720          |
| 2.1298        | 2.48  | 1176000 | 1.9822          |
| 2.1113        | 2.49  | 1184000 | 1.9772          |
| 2.1113        | 2.51  | 1192000 | 1.9779          |
| 2.1224        | 2.53  | 1200000 | 1.9760          |
| 2.1224        | 2.54  | 1208000 | 1.9823          |
| 2.1181        | 2.56  | 1216000 | 1.9836          |
| 2.1181        | 2.58  | 1224000 | 1.9754          |
| 2.1152        | 2.59  | 1232000 | 1.9764          |
| 2.1152        | 2.61  | 1240000 | 1.9771          |
| 2.1219        | 2.63  | 1248000 | 1.9774          |
| 2.1219        | 2.64  | 1256000 | 1.9790          |
| 2.115         | 2.66  | 1264000 | 1.9783          |
| 2.115         | 2.68  | 1272000 | 1.9829          |
| 2.1241        | 2.69  | 1280000 | 1.9844          |
| 2.1241        | 2.71  | 1288000 | 1.9781          |
| 2.1157        | 2.73  | 1296000 | 1.9808          |
| 2.1157        | 2.75  | 1304000 | 1.9820          |
| 2.1223        | 2.76  | 1312000 | 1.9812          |
| 2.1223        | 2.78  | 1320000 | 1.9811          |
| 2.1178        | 2.8   | 1328000 | 1.9779          |
| 2.1178        | 2.81  | 1336000 | 1.9761          |
| 2.1204        | 2.83  | 1344000 | 1.9772          |
| 2.1204        | 2.85  | 1352000 | 1.9724          |
| 2.1205        | 2.86  | 1360000 | 1.9777          |
| 2.1205        | 2.88  | 1368000 | 1.9721          |
| 2.1178        | 2.9   | 1376000 | 1.9768          |
| 2.1178        | 2.91  | 1384000 | 1.9802          |
| 2.1205        | 2.93  | 1392000 | 1.9759          |
| 2.1205        | 2.95  | 1400000 | 1.9817          |
| 2.1193        | 2.96  | 1408000 | 1.9788          |
| 2.1193        | 2.98  | 1416000 | 1.9770          |
| 2.1195        | 3.0   | 1424000 | 1.9769          |
| 2.1195        | 3.01  | 1432000 | 1.9848          |
| 2.1137        | 3.03  | 1440000 | 1.9747          |
| 2.1137        | 3.05  | 1448000 | 1.9745          |
| 2.12          | 3.07  | 1456000 | 1.9765          |
| 2.12          | 3.08  | 1464000 | 1.9776          |
| 2.123         | 3.1   | 1472000 | 1.9799          |
| 2.123         | 3.12  | 1480000 | 1.9737          |
| 2.1213        | 3.13  | 1488000 | 1.9775          |
| 2.1213        | 3.15  | 1496000 | 1.9783          |
| 2.1267        | 3.17  | 1504000 | 1.9806          |
| 2.1267        | 3.18  | 1512000 | 1.9764          |
| 2.1186        | 3.2   | 1520000 | 1.9695          |
| 2.1186        | 3.22  | 1528000 | 1.9783          |
| 2.1189        | 3.23  | 1536000 | 1.9774          |
| 2.1189        | 3.25  | 1544000 | 1.9781          |
| 2.1249        | 3.27  | 1552000 | 1.9740          |
| 2.1249        | 3.28  | 1560000 | 1.9787          |
| 2.1124        | 3.3   | 1568000 | 1.9799          |
| 2.1124        | 3.32  | 1576000 | 1.9734          |
| 2.1166        | 3.33  | 1584000 | 1.9763          |
| 2.1166        | 3.35  | 1592000 | 1.9798          |
| 2.1224        | 3.37  | 1600000 | 1.9741          |
| 2.1224        | 3.39  | 1608000 | 1.9781          |
| 2.1178        | 3.4   | 1616000 | 1.9705          |
| 2.1178        | 3.42  | 1624000 | 1.9754          |
| 2.1096        | 3.44  | 1632000 | 1.9738          |
| 2.1096        | 3.45  | 1640000 | 1.9785          |
| 2.1157        | 3.47  | 1648000 | 1.9745          |
| 2.1157        | 3.49  | 1656000 | 1.9788          |
| 2.1184        | 3.5   | 1664000 | 1.9739          |
| 2.1184        | 3.52  | 1672000 | 1.9722          |
| 2.1288        | 3.54  | 1680000 | 1.9729          |
| 2.1288        | 3.55  | 1688000 | 1.9782          |
| 2.1247        | 3.57  | 1696000 | 1.9772          |
| 2.1247        | 3.59  | 1704000 | 1.9759          |
| 2.1113        | 3.6   | 1712000 | 1.9696          |
| 2.1113        | 3.62  | 1720000 | 1.9751          |
| 2.124         | 3.64  | 1728000 | 1.9741          |
| 2.124         | 3.65  | 1736000 | 1.9780          |
| 2.1242        | 3.67  | 1744000 | 1.9777          |
| 2.1242        | 3.69  | 1752000 | 1.9724          |
| 2.1263        | 3.71  | 1760000 | 1.9775          |
| 2.1263        | 3.72  | 1768000 | 1.9779          |
| 2.1214        | 3.74  | 1776000 | 1.9786          |
| 2.1214        | 3.76  | 1784000 | 1.9770          |
| 2.1209        | 3.77  | 1792000 | 1.9809          |
| 2.1209        | 3.79  | 1800000 | 1.9754          |
| 2.1254        | 3.81  | 1808000 | 1.9769          |
| 2.1254        | 3.82  | 1816000 | 1.9782          |
| 2.1225        | 3.84  | 1824000 | 1.9799          |
| 2.1225        | 3.86  | 1832000 | 1.9781          |
| 2.1232        | 3.87  | 1840000 | 1.9752          |
| 2.1232        | 3.89  | 1848000 | 1.9749          |
| 2.1225        | 3.91  | 1856000 | 1.9787          |
| 2.1225        | 3.92  | 1864000 | 1.9765          |
| 2.118         | 3.94  | 1872000 | 1.9764          |
| 2.118         | 3.96  | 1880000 | 1.9767          |
| 2.1158        | 3.97  | 1888000 | 1.9775          |
| 2.1158        | 3.99  | 1896000 | 1.9775          |
| 2.1257        | 4.01  | 1904000 | 1.9750          |
| 2.1257        | 4.03  | 1912000 | 1.9756          |
| 2.122         | 4.04  | 1920000 | 1.9812          |
| 2.122         | 4.06  | 1928000 | 1.9753          |
| 2.1223        | 4.08  | 1936000 | 1.9788          |
| 2.1223        | 4.09  | 1944000 | 1.9773          |
| 2.1189        | 4.11  | 1952000 | 1.9798          |
| 2.1189        | 4.13  | 1960000 | 1.9724          |
| 2.1182        | 4.14  | 1968000 | 1.9813          |
| 2.1182        | 4.16  | 1976000 | 1.9821          |
| 2.118         | 4.18  | 1984000 | 1.9766          |
| 2.118         | 4.19  | 1992000 | 1.9779          |
| 2.1188        | 4.21  | 2000000 | 1.9700          |
| 2.1188        | 4.23  | 2008000 | 1.9783          |
| 2.1207        | 4.24  | 2016000 | 1.9744          |
| 2.1207        | 4.26  | 2024000 | 1.9800          |
| 2.1181        | 4.28  | 2032000 | 1.9769          |
| 2.1181        | 4.29  | 2040000 | 1.9770          |
| 2.1219        | 4.31  | 2048000 | 1.9745          |
| 2.1219        | 4.33  | 2056000 | 1.9719          |
| 2.1264        | 4.35  | 2064000 | 1.9766          |
| 2.1264        | 4.36  | 2072000 | 1.9753          |
| 2.1188        | 4.38  | 2080000 | 1.9752          |
| 2.1188        | 4.4   | 2088000 | 1.9787          |
| 2.1132        | 4.41  | 2096000 | 1.9755          |
| 2.1132        | 4.43  | 2104000 | 1.9824          |
| 2.1284        | 4.45  | 2112000 | 1.9788          |
| 2.1284        | 4.46  | 2120000 | 1.9768          |
| 2.1197        | 4.48  | 2128000 | 1.9800          |
| 2.1197        | 4.5   | 2136000 | 1.9771          |
| 2.1208        | 4.51  | 2144000 | 1.9769          |
| 2.1208        | 4.53  | 2152000 | 1.9770          |
| 2.1174        | 4.55  | 2160000 | 1.9727          |
| 2.1174        | 4.56  | 2168000 | 1.9772          |
| 2.1222        | 4.58  | 2176000 | 1.9709          |
| 2.1222        | 4.6   | 2184000 | 1.9768          |
| 2.1306        | 4.61  | 2192000 | 1.9721          |
| 2.1306        | 4.63  | 2200000 | 1.9730          |
| 2.1224        | 4.65  | 2208000 | 1.9756          |
| 2.1224        | 4.67  | 2216000 | 1.9703          |
| 2.1317        | 4.68  | 2224000 | 1.9788          |
| 2.1317        | 4.7   | 2232000 | 1.9760          |
| 2.1215        | 4.72  | 2240000 | 1.9795          |
| 2.1215        | 4.73  | 2248000 | 1.9747          |
| 2.1093        | 4.75  | 2256000 | 1.9798          |
| 2.1093        | 4.77  | 2264000 | 1.9734          |
| 2.1168        | 4.78  | 2272000 | 1.9769          |
| 2.1168        | 4.8   | 2280000 | 1.9767          |
| 2.1209        | 4.82  | 2288000 | 1.9758          |
| 2.1209        | 4.83  | 2296000 | 1.9794          |
| 2.1295        | 4.85  | 2304000 | 1.9806          |
| 2.1295        | 4.87  | 2312000 | 1.9778          |
| 2.1095        | 4.88  | 2320000 | 1.9740          |
| 2.1095        | 4.9   | 2328000 | 1.9753          |
| 2.1141        | 4.92  | 2336000 | 1.9768          |
| 2.1141        | 4.93  | 2344000 | 1.9744          |
| 2.1208        | 4.95  | 2352000 | 1.9785          |
| 2.1208        | 4.97  | 2360000 | 1.9829          |
| 2.1257        | 4.99  | 2368000 | 1.9744          |
| 2.1257        | 5.0   | 2376000 | 1.9829          |
| 2.1202        | 5.02  | 2384000 | 1.9729          |
| 2.1202        | 5.04  | 2392000 | 1.9804          |
| 2.1221        | 5.05  | 2400000 | 1.9803          |


### Framework versions

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