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---
license: apache-2.0
base_model: facebook/wav2vec2-xls-r-300m
tags:
- generated_from_trainer
datasets:
- ascend
metrics:
- wer
model-index:
- name: wav2vec2-large-xls-r-300m-codemix-gpu1
  results:
  - task:
      name: Automatic Speech Recognition
      type: automatic-speech-recognition
    dataset:
      name: ascend
      type: ascend
      config: main
      split: test
      args: main
    metrics:
    - name: Wer
      type: wer
      value: 0.5050287356321839
---

<!-- 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. -->

# wav2vec2-large-xls-r-300m-codemix-gpu1

This model is a fine-tuned version of [facebook/wav2vec2-xls-r-300m](https://huggingface.co/facebook/wav2vec2-xls-r-300m) on the ascend dataset.
It achieves the following results on the evaluation set:
- Loss: 2.2061
- Wer: 0.5050
- Cer: 0.1982

## 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: 5e-05
- train_batch_size: 13
- eval_batch_size: 8
- seed: 42
- gradient_accumulation_steps: 2
- total_train_batch_size: 26
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 500
- num_epochs: 300

### Training results

| Training Loss | Epoch  | Step   | Validation Loss | Wer    | Cer    |
|:-------------:|:------:|:------:|:---------------:|:------:|:------:|
| No log        | 0.94   | 400    | 21.9000         | 1.0    | 1.0    |
| 38.4951       | 1.89   | 800    | 5.6544          | 1.0    | 1.0    |
| 5.8527        | 2.83   | 1200   | 5.4920          | 1.0    | 1.0    |
| 5.4391        | 3.78   | 1600   | 5.3156          | 1.0    | 1.0    |
| 5.1782        | 4.72   | 2000   | 5.0525          | 1.0    | 1.0    |
| 5.1782        | 5.67   | 2400   | 4.9258          | 1.0    | 1.0    |
| 4.9333        | 6.61   | 2800   | 4.7009          | 1.0    | 1.0    |
| 4.7205        | 7.56   | 3200   | 4.4642          | 1.0    | 1.0    |
| 4.4312        | 8.5    | 3600   | 3.9080          | 0.9634 | 0.9246 |
| 3.5483        | 9.45   | 4000   | 2.9466          | 0.9271 | 0.7290 |
| 3.5483        | 10.39  | 4400   | 2.3584          | 0.9159 | 0.5206 |
| 2.5687        | 11.33  | 4800   | 2.0802          | 0.8114 | 0.3977 |
| 1.9323        | 12.28  | 5200   | 1.8289          | 0.7421 | 0.3429 |
| 1.5981        | 13.22  | 5600   | 1.7033          | 0.6835 | 0.3166 |
| 1.3129        | 14.17  | 6000   | 1.5895          | 0.6491 | 0.3017 |
| 1.3129        | 15.11  | 6400   | 1.5779          | 0.6433 | 0.3033 |
| 1.1235        | 16.06  | 6800   | 1.4794          | 0.6131 | 0.2863 |
| 0.9964        | 17.0   | 7200   | 1.4897          | 0.6182 | 0.2960 |
| 0.8708        | 17.95  | 7600   | 1.4468          | 0.6114 | 0.2659 |
| 0.7861        | 18.89  | 8000   | 1.4461          | 0.5995 | 0.2614 |
| 0.7861        | 19.83  | 8400   | 1.4869          | 0.5952 | 0.2678 |
| 0.6926        | 20.78  | 8800   | 1.4592          | 0.5833 | 0.2549 |
| 0.6153        | 21.72  | 9200   | 1.4053          | 0.5855 | 0.2530 |
| 0.5642        | 22.67  | 9600   | 1.3772          | 0.5787 | 0.2409 |
| 0.5081        | 23.61  | 10000  | 1.4347          | 0.5833 | 0.2423 |
| 0.5081        | 24.56  | 10400  | 1.3555          | 0.5690 | 0.2427 |
| 0.4667        | 25.5   | 10800  | 1.3732          | 0.5657 | 0.2381 |
| 0.4062        | 26.45  | 11200  | 1.4353          | 0.5726 | 0.2373 |
| 0.3684        | 27.39  | 11600  | 1.3958          | 0.5661 | 0.2351 |
| 0.326         | 28.34  | 12000  | 1.5068          | 0.5797 | 0.2361 |
| 0.326         | 29.28  | 12400  | 1.4500          | 0.5546 | 0.2291 |
| 0.305         | 30.22  | 12800  | 1.4933          | 0.5560 | 0.2329 |
| 0.2743        | 31.17  | 13200  | 1.4684          | 0.5463 | 0.2295 |
| 0.2529        | 32.11  | 13600  | 1.4816          | 0.5629 | 0.2310 |
| 0.2231        | 33.06  | 14000  | 1.4672          | 0.5370 | 0.2251 |
| 0.2231        | 34.0   | 14400  | 1.5095          | 0.5514 | 0.2274 |
| 0.1979        | 34.95  | 14800  | 1.5443          | 0.5514 | 0.2288 |
| 0.184         | 35.89  | 15200  | 1.5431          | 0.5442 | 0.2241 |
| 0.1663        | 36.84  | 15600  | 1.5377          | 0.5471 | 0.2221 |
| 0.1597        | 37.78  | 16000  | 1.5782          | 0.5496 | 0.2261 |
| 0.1597        | 38.72  | 16400  | 1.6236          | 0.5578 | 0.2246 |
| 0.1371        | 39.67  | 16800  | 1.6783          | 0.5550 | 0.2256 |
| 0.1348        | 40.61  | 17200  | 1.7202          | 0.5589 | 0.2276 |
| 0.1215        | 41.56  | 17600  | 1.6399          | 0.5485 | 0.2237 |
| 0.1138        | 42.5   | 18000  | 1.6724          | 0.5445 | 0.2210 |
| 0.1138        | 43.45  | 18400  | 1.7090          | 0.5374 | 0.2217 |
| 0.0992        | 44.39  | 18800  | 1.6476          | 0.5503 | 0.2264 |
| 0.1001        | 45.34  | 19200  | 1.6959          | 0.5524 | 0.2251 |
| 0.0925        | 46.28  | 19600  | 1.8083          | 0.5639 | 0.2270 |
| 0.0848        | 47.23  | 20000  | 1.7361          | 0.5506 | 0.2229 |
| 0.0848        | 48.17  | 20400  | 1.7499          | 0.5471 | 0.2231 |
| 0.0852        | 49.11  | 20800  | 1.7702          | 0.5510 | 0.2254 |
| 0.0792        | 50.06  | 21200  | 1.7595          | 0.5467 | 0.2230 |
| 0.0717        | 51.0   | 21600  | 1.7661          | 0.5535 | 0.2196 |
| 0.0669        | 51.95  | 22000  | 1.6757          | 0.5603 | 0.2307 |
| 0.0669        | 52.89  | 22400  | 1.7932          | 0.5596 | 0.2222 |
| 0.0689        | 53.84  | 22800  | 1.7859          | 0.5535 | 0.2192 |
| 0.066         | 54.78  | 23200  | 1.7322          | 0.5463 | 0.2195 |
| 0.0721        | 55.73  | 23600  | 1.7828          | 0.5517 | 0.2235 |
| 0.057         | 56.67  | 24000  | 1.8470          | 0.5420 | 0.2170 |
| 0.057         | 57.62  | 24400  | 1.8273          | 0.5471 | 0.2219 |
| 0.0615        | 58.56  | 24800  | 1.8081          | 0.5453 | 0.2226 |
| 0.0584        | 59.5   | 25200  | 1.8340          | 0.5388 | 0.2145 |
| 0.048         | 60.45  | 25600  | 1.8584          | 0.5424 | 0.2202 |
| 0.0545        | 61.39  | 26000  | 1.8483          | 0.5420 | 0.2176 |
| 0.0545        | 62.34  | 26400  | 1.8932          | 0.5585 | 0.2259 |
| 0.0525        | 63.28  | 26800  | 1.8906          | 0.5427 | 0.2215 |
| 0.0458        | 64.23  | 27200  | 1.7618          | 0.5431 | 0.2160 |
| 0.0421        | 65.17  | 27600  | 2.0073          | 0.5377 | 0.2168 |
| 0.0435        | 66.12  | 28000  | 1.8957          | 0.5463 | 0.2190 |
| 0.0435        | 67.06  | 28400  | 1.8931          | 0.5352 | 0.2176 |
| 0.0449        | 68.0   | 28800  | 1.9795          | 0.5435 | 0.2225 |
| 0.0458        | 68.95  | 29200  | 1.9299          | 0.5560 | 0.2190 |
| 0.0458        | 69.89  | 29600  | 1.9310          | 0.5427 | 0.2154 |
| 0.037         | 70.84  | 30000  | 1.9183          | 0.5427 | 0.2211 |
| 0.037         | 71.78  | 30400  | 1.8506          | 0.5374 | 0.2153 |
| 0.0417        | 72.73  | 30800  | 1.8749          | 0.5546 | 0.2239 |
| 0.0441        | 73.67  | 31200  | 1.9007          | 0.5492 | 0.2194 |
| 0.0331        | 74.62  | 31600  | 2.0232          | 0.5603 | 0.2237 |
| 0.0315        | 75.56  | 32000  | 1.9655          | 0.5445 | 0.2201 |
| 0.0315        | 76.51  | 32400  | 1.9662          | 0.5384 | 0.2129 |
| 0.0322        | 77.45  | 32800  | 1.9437          | 0.5402 | 0.2166 |
| 0.0352        | 78.39  | 33200  | 1.9171          | 0.5370 | 0.2164 |
| 0.0329        | 79.34  | 33600  | 1.9477          | 0.5320 | 0.2190 |
| 0.0345        | 80.28  | 34000  | 1.9378          | 0.5359 | 0.2188 |
| 0.0345        | 81.23  | 34400  | 1.9537          | 0.5449 | 0.2209 |
| 0.0368        | 82.17  | 34800  | 1.8541          | 0.5463 | 0.2195 |
| 0.0314        | 83.12  | 35200  | 1.9304          | 0.5521 | 0.2148 |
| 0.0247        | 84.06  | 35600  | 1.9365          | 0.5374 | 0.2190 |
| 0.0314        | 85.01  | 36000  | 1.9683          | 0.5395 | 0.2183 |
| 0.0314        | 85.95  | 36400  | 2.0073          | 0.5338 | 0.2202 |
| 0.0324        | 86.89  | 36800  | 1.9907          | 0.5291 | 0.2161 |
| 0.0265        | 87.84  | 37200  | 1.9969          | 0.5359 | 0.2172 |
| 0.0303        | 88.78  | 37600  | 2.0443          | 0.5496 | 0.2209 |
| 0.026         | 89.73  | 38000  | 2.0565          | 0.5413 | 0.2175 |
| 0.026         | 90.67  | 38400  | 2.0716          | 0.5341 | 0.2173 |
| 0.0269        | 91.62  | 38800  | 2.0431          | 0.5312 | 0.2211 |
| 0.0241        | 92.56  | 39200  | 1.9598          | 0.5359 | 0.2176 |
| 0.0256        | 93.51  | 39600  | 2.0544          | 0.5381 | 0.2187 |
| 0.025         | 94.45  | 40000  | 2.1567          | 0.5424 | 0.2176 |
| 0.025         | 95.4   | 40400  | 1.9953          | 0.5348 | 0.2218 |
| 0.0232        | 96.34  | 40800  | 2.0090          | 0.5298 | 0.2170 |
| 0.0186        | 97.28  | 41200  | 2.1091          | 0.5384 | 0.2172 |
| 0.0226        | 98.23  | 41600  | 2.0469          | 0.5406 | 0.2232 |
| 0.0231        | 99.17  | 42000  | 1.9422          | 0.5266 | 0.2148 |
| 0.0231        | 100.12 | 42400  | 1.9989          | 0.5208 | 0.2125 |
| 0.0229        | 101.06 | 42800  | 2.0184          | 0.5269 | 0.2137 |
| 0.0223        | 102.01 | 43200  | 2.0628          | 0.5499 | 0.2202 |
| 0.0217        | 102.95 | 43600  | 2.1697          | 0.5456 | 0.2231 |
| 0.0246        | 103.9  | 44000  | 2.0539          | 0.5341 | 0.2194 |
| 0.0246        | 104.84 | 44400  | 2.0108          | 0.5420 | 0.2205 |
| 0.0188        | 105.79 | 44800  | 2.0435          | 0.5442 | 0.2179 |
| 0.0232        | 106.73 | 45200  | 1.9907          | 0.5338 | 0.2209 |
| 0.0181        | 107.67 | 45600  | 2.0283          | 0.5463 | 0.2182 |
| 0.0196        | 108.62 | 46000  | 2.0573          | 0.5377 | 0.2168 |
| 0.0196        | 109.56 | 46400  | 2.0870          | 0.5363 | 0.2213 |
| 0.014         | 110.51 | 46800  | 2.0414          | 0.5370 | 0.2169 |
| 0.019         | 111.45 | 47200  | 2.0856          | 0.5392 | 0.2202 |
| 0.0222        | 112.4  | 47600  | 2.0484          | 0.5298 | 0.2119 |
| 0.0196        | 113.34 | 48000  | 2.0621          | 0.5298 | 0.2139 |
| 0.0196        | 114.29 | 48400  | 2.0678          | 0.5334 | 0.2148 |
| 0.019         | 115.23 | 48800  | 2.0594          | 0.5381 | 0.2171 |
| 0.0222        | 116.17 | 49200  | 2.0287          | 0.5323 | 0.2098 |
| 0.0157        | 117.12 | 49600  | 2.0198          | 0.5312 | 0.2159 |
| 0.0138        | 118.06 | 50000  | 2.0889          | 0.5273 | 0.2147 |
| 0.0138        | 119.01 | 50400  | 2.0316          | 0.5287 | 0.2133 |
| 0.0149        | 119.95 | 50800  | 2.0093          | 0.5345 | 0.2186 |
| 0.0144        | 120.9  | 51200  | 2.0363          | 0.5352 | 0.2201 |
| 0.0214        | 121.84 | 51600  | 1.9881          | 0.5352 | 0.2149 |
| 0.0203        | 122.79 | 52000  | 2.0539          | 0.5334 | 0.2172 |
| 0.0203        | 123.73 | 52400  | 2.0060          | 0.5277 | 0.2142 |
| 0.0155        | 124.68 | 52800  | 2.0310          | 0.5273 | 0.2163 |
| 0.0152        | 125.62 | 53200  | 2.1064          | 0.5377 | 0.2204 |
| 0.0153        | 126.56 | 53600  | 1.9753          | 0.5320 | 0.2107 |
| 0.0169        | 127.51 | 54000  | 2.0713          | 0.5198 | 0.2129 |
| 0.0169        | 128.45 | 54400  | 2.0593          | 0.5233 | 0.2127 |
| 0.0145        | 129.4  | 54800  | 1.9994          | 0.5190 | 0.2093 |
| 0.016         | 130.34 | 55200  | 2.0760          | 0.5312 | 0.2158 |
| 0.0145        | 131.29 | 55600  | 2.0213          | 0.5305 | 0.2157 |
| 0.0157        | 132.23 | 56000  | 2.0769          | 0.5241 | 0.2108 |
| 0.0157        | 133.18 | 56400  | 2.0819          | 0.5266 | 0.2132 |
| 0.0147        | 134.12 | 56800  | 2.0268          | 0.5248 | 0.2124 |
| 0.015         | 135.06 | 57200  | 2.0261          | 0.5158 | 0.2098 |
| 0.016         | 136.01 | 57600  | 1.9948          | 0.5126 | 0.2096 |
| 0.015         | 136.95 | 58000  | 2.0358          | 0.5237 | 0.2107 |
| 0.015         | 137.9  | 58400  | 2.0809          | 0.5262 | 0.2160 |
| 0.0182        | 138.84 | 58800  | 2.1024          | 0.5251 | 0.2158 |
| 0.0123        | 139.79 | 59200  | 2.0872          | 0.5208 | 0.2132 |
| 0.0114        | 140.73 | 59600  | 2.0152          | 0.5255 | 0.2145 |
| 0.0111        | 141.68 | 60000  | 2.0423          | 0.5241 | 0.2111 |
| 0.0111        | 142.62 | 60400  | 2.1610          | 0.5251 | 0.2108 |
| 0.015         | 143.57 | 60800  | 2.0061          | 0.5126 | 0.2089 |
| 0.0106        | 144.51 | 61200  | 1.9854          | 0.5194 | 0.2110 |
| 0.0126        | 145.45 | 61600  | 2.1059          | 0.5230 | 0.2166 |
| 0.0122        | 146.4  | 62000  | 2.0353          | 0.5183 | 0.2084 |
| 0.0122        | 147.34 | 62400  | 1.9908          | 0.5194 | 0.2087 |
| 0.0114        | 148.29 | 62800  | 2.0102          | 0.5158 | 0.2112 |
| 0.0102        | 149.23 | 63200  | 2.0733          | 0.5244 | 0.2147 |
| 0.0137        | 150.18 | 63600  | 1.9885          | 0.5219 | 0.2128 |
| 0.0119        | 151.12 | 64000  | 2.1361          | 0.5384 | 0.2133 |
| 0.0119        | 152.07 | 64400  | 2.1052          | 0.5151 | 0.2089 |
| 0.0122        | 153.01 | 64800  | 2.0875          | 0.5205 | 0.2087 |
| 0.0108        | 153.96 | 65200  | 2.1429          | 0.5190 | 0.2070 |
| 0.0111        | 154.9  | 65600  | 2.0868          | 0.5172 | 0.2081 |
| 0.0168        | 155.84 | 66000  | 2.0705          | 0.5244 | 0.2085 |
| 0.0168        | 156.79 | 66400  | 2.0395          | 0.5154 | 0.2061 |
| 0.0104        | 157.73 | 66800  | 2.0649          | 0.5219 | 0.2104 |
| 0.0134        | 158.68 | 67200  | 2.0947          | 0.5208 | 0.2079 |
| 0.0138        | 159.62 | 67600  | 2.0279          | 0.5172 | 0.2068 |
| 0.0108        | 160.57 | 68000  | 2.0735          | 0.5219 | 0.2093 |
| 0.0108        | 161.51 | 68400  | 2.1113          | 0.5241 | 0.2118 |
| 0.0108        | 162.46 | 68800  | 2.0902          | 0.5201 | 0.2099 |
| 0.0097        | 163.4  | 69200  | 2.1501          | 0.5216 | 0.2087 |
| 0.0094        | 164.34 | 69600  | 2.0897          | 0.5180 | 0.2092 |
| 0.0134        | 165.29 | 70000  | 2.0759          | 0.5176 | 0.2095 |
| 0.0134        | 166.23 | 70400  | 2.1005          | 0.5198 | 0.2116 |
| 0.0075        | 167.18 | 70800  | 2.1269          | 0.5262 | 0.2093 |
| 0.0121        | 168.12 | 71200  | 2.1036          | 0.5198 | 0.2090 |
| 0.006         | 169.07 | 71600  | 2.1189          | 0.5144 | 0.2086 |
| 0.0084        | 170.01 | 72000  | 2.2502          | 0.5119 | 0.2065 |
| 0.0084        | 170.96 | 72400  | 2.0946          | 0.5144 | 0.2075 |
| 0.0101        | 171.9  | 72800  | 2.0551          | 0.5111 | 0.2072 |
| 0.0111        | 172.85 | 73200  | 2.1882          | 0.5126 | 0.2101 |
| 0.0084        | 173.79 | 73600  | 2.1289          | 0.5140 | 0.2087 |
| 0.0081        | 174.73 | 74000  | 2.1833          | 0.5187 | 0.2071 |
| 0.0081        | 175.68 | 74400  | 2.1543          | 0.5198 | 0.2064 |
| 0.0095        | 176.62 | 74800  | 2.0642          | 0.5104 | 0.2066 |
| 0.0114        | 177.57 | 75200  | 2.1615          | 0.5147 | 0.2080 |
| 0.0075        | 178.51 | 75600  | 2.1834          | 0.5108 | 0.2076 |
| 0.0088        | 179.46 | 76000  | 2.0629          | 0.5065 | 0.2052 |
| 0.0088        | 180.4  | 76400  | 2.1611          | 0.5172 | 0.2111 |
| 0.007         | 181.35 | 76800  | 2.1460          | 0.5136 | 0.2084 |
| 0.0081        | 182.29 | 77200  | 2.1669          | 0.5216 | 0.2061 |
| 0.0063        | 183.23 | 77600  | 2.1599          | 0.5266 | 0.2125 |
| 0.008         | 184.18 | 78000  | 2.1681          | 0.5219 | 0.2093 |
| 0.008         | 185.12 | 78400  | 2.1855          | 0.5219 | 0.2114 |
| 0.0085        | 186.07 | 78800  | 2.2260          | 0.5190 | 0.2066 |
| 0.0067        | 187.01 | 79200  | 2.3088          | 0.5119 | 0.2116 |
| 0.0078        | 187.96 | 79600  | 2.1148          | 0.5101 | 0.2051 |
| 0.0103        | 188.9  | 80000  | 2.1095          | 0.5122 | 0.2058 |
| 0.0103        | 189.85 | 80400  | 2.0761          | 0.5198 | 0.2065 |
| 0.0131        | 190.79 | 80800  | 2.1673          | 0.5136 | 0.2087 |
| 0.0077        | 191.74 | 81200  | 2.1062          | 0.5165 | 0.2090 |
| 0.0083        | 192.68 | 81600  | 2.0541          | 0.5158 | 0.2070 |
| 0.0054        | 193.62 | 82000  | 2.1153          | 0.5151 | 0.2054 |
| 0.0054        | 194.57 | 82400  | 2.0986          | 0.5151 | 0.2066 |
| 0.0083        | 195.51 | 82800  | 2.1527          | 0.5208 | 0.2064 |
| 0.0052        | 196.46 | 83200  | 2.1105          | 0.5241 | 0.2094 |
| 0.0095        | 197.4  | 83600  | 2.1886          | 0.5169 | 0.2070 |
| 0.0054        | 198.35 | 84000  | 2.1499          | 0.5198 | 0.2093 |
| 0.0054        | 199.29 | 84400  | 2.1341          | 0.5154 | 0.2050 |
| 0.0056        | 200.24 | 84800  | 2.1335          | 0.5126 | 0.2044 |
| 0.0067        | 201.18 | 85200  | 2.1063          | 0.5158 | 0.2067 |
| 0.0062        | 202.13 | 85600  | 2.2441          | 0.5305 | 0.2091 |
| 0.0046        | 203.07 | 86000  | 2.3026          | 0.5144 | 0.2068 |
| 0.0046        | 204.01 | 86400  | 2.2769          | 0.5136 | 0.2072 |
| 0.0057        | 204.96 | 86800  | 2.1965          | 0.5230 | 0.2082 |
| 0.0094        | 205.9  | 87200  | 2.2242          | 0.5140 | 0.2051 |
| 0.0038        | 206.85 | 87600  | 2.2546          | 0.5169 | 0.2065 |
| 0.0045        | 207.79 | 88000  | 2.2832          | 0.5169 | 0.2048 |
| 0.0045        | 208.74 | 88400  | 2.2217          | 0.5104 | 0.2050 |
| 0.0051        | 209.68 | 88800  | 2.1853          | 0.5172 | 0.2080 |
| 0.0059        | 210.63 | 89200  | 2.3355          | 0.5122 | 0.2074 |
| 0.0072        | 211.57 | 89600  | 2.2551          | 0.5133 | 0.2084 |
| 0.0054        | 212.51 | 90000  | 2.2100          | 0.5122 | 0.2066 |
| 0.0054        | 213.46 | 90400  | 2.2089          | 0.5040 | 0.2064 |
| 0.0055        | 214.4  | 90800  | 2.1626          | 0.5086 | 0.2049 |
| 0.0059        | 215.35 | 91200  | 2.0619          | 0.5093 | 0.2030 |
| 0.0066        | 216.29 | 91600  | 2.1264          | 0.5086 | 0.2018 |
| 0.0052        | 217.24 | 92000  | 2.1548          | 0.5104 | 0.2035 |
| 0.0052        | 218.18 | 92400  | 2.1520          | 0.5004 | 0.2007 |
| 0.0039        | 219.13 | 92800  | 2.1095          | 0.5068 | 0.2060 |
| 0.0056        | 220.07 | 93200  | 2.1674          | 0.5122 | 0.2065 |
| 0.0056        | 221.02 | 93600  | 2.0891          | 0.5162 | 0.2065 |
| 0.0047        | 221.96 | 94000  | 2.1217          | 0.5144 | 0.2047 |
| 0.0047        | 222.9  | 94400  | 2.1482          | 0.5104 | 0.2015 |
| 0.0041        | 223.85 | 94800  | 2.0938          | 0.5122 | 0.2062 |
| 0.0039        | 224.79 | 95200  | 2.1521          | 0.5040 | 0.2038 |
| 0.0046        | 225.74 | 95600  | 2.0902          | 0.5151 | 0.2045 |
| 0.0038        | 226.68 | 96000  | 2.2018          | 0.5176 | 0.2047 |
| 0.0038        | 227.63 | 96400  | 2.1789          | 0.5212 | 0.2063 |
| 0.0066        | 228.57 | 96800  | 2.2180          | 0.5190 | 0.2055 |
| 0.0043        | 229.52 | 97200  | 2.1474          | 0.5180 | 0.2039 |
| 0.0058        | 230.46 | 97600  | 2.1442          | 0.5205 | 0.2053 |
| 0.0049        | 231.4  | 98000  | 2.2504          | 0.5248 | 0.2057 |
| 0.0049        | 232.35 | 98400  | 2.2156          | 0.5251 | 0.2061 |
| 0.0035        | 233.29 | 98800  | 2.2306          | 0.5158 | 0.2047 |
| 0.0047        | 234.24 | 99200  | 2.2065          | 0.5176 | 0.2070 |
| 0.0037        | 235.18 | 99600  | 2.1740          | 0.5126 | 0.2045 |
| 0.0035        | 236.13 | 100000 | 2.1977          | 0.5079 | 0.2033 |
| 0.0035        | 237.07 | 100400 | 2.1814          | 0.5136 | 0.2047 |
| 0.003         | 238.02 | 100800 | 2.1884          | 0.5057 | 0.2028 |
| 0.0032        | 238.96 | 101200 | 2.1905          | 0.5162 | 0.2032 |
| 0.0032        | 239.91 | 101600 | 2.1615          | 0.5187 | 0.2036 |
| 0.0049        | 240.85 | 102000 | 2.1595          | 0.5147 | 0.2043 |
| 0.0049        | 241.79 | 102400 | 2.1762          | 0.5187 | 0.2022 |
| 0.0057        | 242.74 | 102800 | 2.1740          | 0.5219 | 0.2035 |
| 0.0093        | 243.68 | 103200 | 2.1495          | 0.5126 | 0.2044 |
| 0.0045        | 244.63 | 103600 | 2.1512          | 0.5172 | 0.2048 |
| 0.0035        | 245.57 | 104000 | 2.1849          | 0.5187 | 0.2044 |
| 0.0035        | 246.52 | 104400 | 2.1989          | 0.5183 | 0.2030 |
| 0.0033        | 247.46 | 104800 | 2.2341          | 0.5183 | 0.2032 |
| 0.0031        | 248.41 | 105200 | 2.1902          | 0.5140 | 0.2032 |
| 0.0043        | 249.35 | 105600 | 2.1945          | 0.5172 | 0.2034 |
| 0.002         | 250.3  | 106000 | 2.2070          | 0.5162 | 0.2033 |
| 0.002         | 251.24 | 106400 | 2.2130          | 0.5144 | 0.2019 |
| 0.0066        | 252.18 | 106800 | 2.2191          | 0.5136 | 0.2025 |
| 0.0019        | 253.13 | 107200 | 2.2326          | 0.5129 | 0.2025 |
| 0.003         | 254.07 | 107600 | 2.2271          | 0.5097 | 0.2010 |
| 0.0024        | 255.02 | 108000 | 2.2429          | 0.5090 | 0.2007 |
| 0.0024        | 255.96 | 108400 | 2.1557          | 0.5093 | 0.2003 |
| 0.0034        | 256.91 | 108800 | 2.1615          | 0.5101 | 0.2021 |
| 0.003         | 257.85 | 109200 | 2.2049          | 0.5126 | 0.2003 |
| 0.0032        | 258.8  | 109600 | 2.2107          | 0.5136 | 0.1996 |
| 0.0026        | 259.74 | 110000 | 2.1887          | 0.5104 | 0.2007 |
| 0.0026        | 260.68 | 110400 | 2.2254          | 0.5115 | 0.2002 |
| 0.0022        | 261.63 | 110800 | 2.1952          | 0.5140 | 0.1999 |
| 0.0022        | 262.57 | 111200 | 2.1954          | 0.5115 | 0.1991 |
| 0.0019        | 263.52 | 111600 | 2.2104          | 0.5111 | 0.1997 |
| 0.0037        | 264.46 | 112000 | 2.1438          | 0.5122 | 0.2001 |
| 0.0037        | 265.41 | 112400 | 2.2171          | 0.5151 | 0.2001 |
| 0.0031        | 266.35 | 112800 | 2.2432          | 0.5104 | 0.2012 |
| 0.0041        | 267.3  | 113200 | 2.2321          | 0.5119 | 0.2005 |
| 0.0066        | 268.24 | 113600 | 2.2066          | 0.5086 | 0.1995 |
| 0.004         | 269.19 | 114000 | 2.1904          | 0.5111 | 0.2003 |
| 0.004         | 270.13 | 114400 | 2.2114          | 0.5119 | 0.1994 |
| 0.0028        | 271.07 | 114800 | 2.2074          | 0.5065 | 0.1992 |
| 0.0034        | 272.02 | 115200 | 2.2172          | 0.5097 | 0.1995 |
| 0.0032        | 272.96 | 115600 | 2.1759          | 0.5086 | 0.1987 |
| 0.0031        | 273.91 | 116000 | 2.1870          | 0.5104 | 0.1993 |
| 0.0031        | 274.85 | 116400 | 2.1658          | 0.5097 | 0.1993 |
| 0.0033        | 275.8  | 116800 | 2.2122          | 0.5097 | 0.1994 |
| 0.0042        | 276.74 | 117200 | 2.2084          | 0.5079 | 0.2000 |
| 0.0041        | 277.69 | 117600 | 2.2042          | 0.5025 | 0.1995 |
| 0.0019        | 278.63 | 118000 | 2.2102          | 0.5072 | 0.2000 |
| 0.0019        | 279.57 | 118400 | 2.2238          | 0.5061 | 0.1994 |
| 0.0024        | 280.52 | 118800 | 2.2299          | 0.5086 | 0.1989 |
| 0.0017        | 281.46 | 119200 | 2.2374          | 0.5043 | 0.1982 |
| 0.0026        | 282.41 | 119600 | 2.2307          | 0.5090 | 0.1994 |
| 0.004         | 283.35 | 120000 | 2.2176          | 0.5057 | 0.1977 |
| 0.004         | 284.3  | 120400 | 2.2064          | 0.5040 | 0.1972 |
| 0.0028        | 285.24 | 120800 | 2.2228          | 0.5097 | 0.1977 |
| 0.0024        | 286.19 | 121200 | 2.2224          | 0.5083 | 0.1986 |
| 0.0018        | 287.13 | 121600 | 2.2182          | 0.5057 | 0.1995 |
| 0.0025        | 288.08 | 122000 | 2.2210          | 0.5068 | 0.1993 |
| 0.0025        | 289.02 | 122400 | 2.2164          | 0.5079 | 0.1995 |
| 0.0022        | 289.96 | 122800 | 2.2034          | 0.5068 | 0.2000 |
| 0.0022        | 290.91 | 123200 | 2.1867          | 0.5057 | 0.1996 |
| 0.0021        | 291.85 | 123600 | 2.1855          | 0.5065 | 0.2000 |
| 0.0016        | 292.8  | 124000 | 2.1897          | 0.5061 | 0.1996 |
| 0.0016        | 293.74 | 124400 | 2.2099          | 0.5047 | 0.1989 |
| 0.0032        | 294.69 | 124800 | 2.2018          | 0.5050 | 0.1988 |
| 0.0019        | 295.63 | 125200 | 2.1945          | 0.5054 | 0.1992 |
| 0.0014        | 296.58 | 125600 | 2.2012          | 0.5040 | 0.1985 |
| 0.0018        | 297.52 | 126000 | 2.2040          | 0.5050 | 0.1983 |
| 0.0018        | 298.47 | 126400 | 2.2039          | 0.5054 | 0.1984 |
| 0.0023        | 299.41 | 126800 | 2.2061          | 0.5050 | 0.1982 |


### Framework versions

- Transformers 4.31.0.dev0
- Pytorch 1.13.1+cu117
- Datasets 2.13.1
- Tokenizers 0.13.3