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rubert-tiny2-russe-toxicity

BunnyNoBugs / rubert-tiny2-russe-toxicity

Run on huggingface.co
huggingface.co
Total runs: 16.6K
24-hour runs: 11
7-day runs: 53
30-day runs: 521
Model's Last Updated: April 25 2023
text-classification

Introduction of rubert-tiny2-russe-toxicity

Model Details of rubert-tiny2-russe-toxicity

rubert-tiny2-russe-toxicity

This model is a fine-tuned version of cointegrated/rubert-tiny2 on the None dataset. It achieves the following results on the evaluation set:

  • Loss: 0.2087
  • Precision Macro: 0.9395
  • Recall Macro: 0.9394
  • F1 Macro: 0.9394
  • F1 Neutral: 0.9398
  • F1 Toxic: 0.9390
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: 32
  • eval_batch_size: 64
  • seed: 42
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • num_epochs: 10
Training results
Training Loss Epoch Step Validation Loss Precision Macro Recall Macro F1 Macro F1 Neutral F1 Toxic
0.6127 0.23 100 0.4477 0.8252 0.825 0.8250 0.8274 0.8226
0.3728 0.46 200 0.2852 0.8877 0.8875 0.8875 0.8886 0.8864
0.2888 0.69 300 0.2405 0.9039 0.9038 0.9037 0.9047 0.9028
0.2724 0.92 400 0.2288 0.9110 0.9094 0.9093 0.9122 0.9064
0.2387 1.15 500 0.2161 0.9132 0.9125 0.9125 0.9143 0.9106
0.2189 1.38 600 0.2098 0.9206 0.9206 0.9206 0.9208 0.9205
0.1783 1.61 700 0.2045 0.9233 0.9231 0.9231 0.9238 0.9224
0.1911 1.84 800 0.2098 0.9184 0.9175 0.9175 0.9155 0.9194
0.1749 2.07 900 0.1947 0.9271 0.9269 0.9269 0.9277 0.9260
0.1728 2.3 1000 0.1893 0.9263 0.9263 0.9262 0.9265 0.9260
0.1628 2.53 1100 0.1926 0.9276 0.9275 0.9275 0.9270 0.9280
0.1545 2.76 1200 0.1889 0.9299 0.9294 0.9294 0.9306 0.9281
0.1659 2.99 1300 0.1893 0.9263 0.9263 0.9263 0.9263 0.9263
0.1433 3.22 1400 0.1952 0.9264 0.9263 0.9262 0.9256 0.9269
0.1243 3.45 1500 0.1838 0.9300 0.93 0.9300 0.9303 0.9296
0.1357 3.68 1600 0.1846 0.9370 0.9356 0.9356 0.9374 0.9338
0.1419 3.91 1700 0.1793 0.9339 0.9331 0.9331 0.9345 0.9317
0.1205 4.14 1800 0.1896 0.9306 0.9306 0.9306 0.9306 0.9307
0.1159 4.37 1900 0.1905 0.9354 0.935 0.9350 0.9360 0.9340
0.1185 4.6 2000 0.1893 0.9400 0.9387 0.9387 0.9403 0.9371
0.102 4.83 2100 0.1944 0.9415 0.9406 0.9406 0.9419 0.9393
0.1222 5.06 2200 0.1880 0.9390 0.9387 0.9387 0.9394 0.9381
0.1006 5.29 2300 0.1964 0.9331 0.9331 0.9331 0.9330 0.9333
0.108 5.52 2400 0.1901 0.9382 0.9381 0.9381 0.9384 0.9379
0.1059 5.75 2500 0.1907 0.9401 0.94 0.9400 0.9404 0.9396
0.1033 5.98 2600 0.1905 0.9409 0.94 0.9400 0.9413 0.9386
0.0969 6.21 2700 0.1969 0.9345 0.9344 0.9344 0.9338 0.9349
0.0826 6.44 2800 0.1952 0.9407 0.9406 0.9406 0.9410 0.9402
0.1055 6.67 2900 0.1967 0.9375 0.9375 0.9375 0.9373 0.9377
0.0982 6.9 3000 0.2063 0.9394 0.9381 0.9381 0.9397 0.9364
0.0862 7.13 3100 0.2056 0.9414 0.9412 0.9412 0.9418 0.9407
0.0811 7.36 3200 0.2054 0.9414 0.9412 0.9412 0.9418 0.9407
0.0908 7.59 3300 0.2078 0.9394 0.9394 0.9394 0.9396 0.9392
0.092 7.82 3400 0.2003 0.9400 0.94 0.9400 0.9401 0.9399
0.0834 8.05 3500 0.2039 0.9394 0.9394 0.9394 0.9392 0.9396
0.0747 8.28 3600 0.2018 0.9413 0.9413 0.9412 0.9415 0.9410
0.0898 8.51 3700 0.2009 0.94 0.94 0.94 0.94 0.94
0.077 8.74 3800 0.2022 0.9410 0.9406 0.9406 0.9415 0.9398
0.087 8.97 3900 0.2055 0.9382 0.9381 0.9381 0.9385 0.9377
0.0647 9.2 4000 0.2062 0.9401 0.94 0.9400 0.9405 0.9395
0.0736 9.43 4100 0.2081 0.9389 0.9387 0.9387 0.9393 0.9382
0.08 9.66 4200 0.2087 0.9395 0.9394 0.9394 0.9399 0.9388
0.083 9.89 4300 0.2087 0.9395 0.9394 0.9394 0.9398 0.9390
Framework versions
  • Transformers 4.28.1
  • Pytorch 2.0.0+cu118
  • Datasets 2.11.0
  • Tokenizers 0.13.3

Runs of BunnyNoBugs rubert-tiny2-russe-toxicity on huggingface.co

16.6K
Total runs
11
24-hour runs
175
3-day runs
53
7-day runs
521
30-day runs

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