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roberta-base-sst2

WillHeld / roberta-base-sst2

Run on huggingface.co
huggingface.co
Total runs: 118
24-hour runs: 0
7-day runs: 0
30-day runs: 0
Model's Last Updated: September 18 2022
text-classification

Introduction of roberta-base-sst2

Model Details of roberta-base-sst2

roberta-base-sst2

This model is a fine-tuned version of roberta-base on the GLUE SST2 dataset. It achieves the following results on the evaluation set:

  • Loss: 0.1952
  • Accuracy: 0.9323
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: 16
  • eval_batch_size: 8
  • seed: 42
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • lr_scheduler_warmup_ratio: 0.06
  • num_epochs: 10.0
Training results
Training Loss Epoch Step Validation Loss Accuracy
0.575 0.12 500 0.2665 0.9071
0.2989 0.24 1000 0.2088 0.9220
0.2725 0.36 1500 0.2560 0.9243
0.2814 0.48 2000 0.2016 0.9266
0.2586 0.59 2500 0.2293 0.9174
0.2536 0.71 3000 0.2340 0.9323
0.2494 0.83 3500 0.1952 0.9323
0.2396 0.95 4000 0.2494 0.9323
0.2123 1.07 4500 0.2187 0.9381
0.2042 1.19 5000 0.2812 0.9151
0.2083 1.31 5500 0.2739 0.9346
0.2041 1.43 6000 0.2087 0.9381
0.1969 1.54 6500 0.2590 0.9255
0.1982 1.66 7000 0.2445 0.9300
0.1943 1.78 7500 0.2798 0.9266
0.1848 1.9 8000 0.2844 0.9312
0.1788 2.02 8500 0.2998 0.9255
0.1623 2.14 9000 0.2696 0.9392
0.1499 2.26 9500 0.2533 0.9278
0.1426 2.38 10000 0.2971 0.9300
0.1479 2.49 10500 0.2596 0.9358
0.1405 2.61 11000 0.2945 0.9255
0.1577 2.73 11500 0.4061 0.9002
0.1521 2.85 12000 0.2724 0.9335
0.1426 2.97 12500 0.2712 0.9427
0.1206 3.09 13000 0.2954 0.9358
0.1074 3.21 13500 0.2653 0.9392
0.112 3.33 14000 0.2778 0.9346
0.1147 3.44 14500 0.3705 0.9312
0.1196 3.56 15000 0.2890 0.9346
0.1159 3.68 15500 0.3449 0.9266
0.119 3.8 16000 0.3207 0.9335
0.1268 3.92 16500 0.3235 0.9312
0.1074 4.04 17000 0.3650 0.9335
0.0805 4.16 17500 0.3338 0.9381
0.0838 4.28 18000 0.4302 0.9209
0.0848 4.39 18500 0.4096 0.9323
0.0922 4.51 19000 0.3332 0.9369
0.091 4.63 19500 0.3024 0.9438
0.0977 4.75 20000 0.2674 0.9495
0.0897 4.87 20500 0.3993 0.9300
0.1013 4.99 21000 0.3227 0.9289
0.0671 5.11 21500 0.3374 0.9427
0.0671 5.23 22000 0.4108 0.9278
0.0652 5.34 22500 0.3550 0.9381
0.0664 5.46 23000 0.3398 0.9358
0.0742 5.58 23500 0.3286 0.9381
0.0758 5.7 24000 0.3276 0.9312
0.075 5.82 24500 0.3202 0.9369
0.0686 5.94 25000 0.3481 0.9415
0.0729 6.06 25500 0.3816 0.9335
0.0568 6.18 26000 0.3132 0.9381
0.0529 6.29 26500 0.3757 0.9300
0.0506 6.41 27000 0.3396 0.9381
0.0476 6.53 27500 0.3642 0.9404
0.0555 6.65 28000 0.3430 0.9404
0.0574 6.77 28500 0.3401 0.9392
0.0524 6.89 29000 0.3378 0.9346
0.0492 7.01 29500 0.3833 0.9381
0.039 7.13 30000 0.3347 0.9346
0.0411 7.24 30500 0.4404 0.9335
0.0412 7.36 31000 0.3618 0.9381
0.0477 7.48 31500 0.3806 0.9381
0.0435 7.6 32000 0.3912 0.9335
0.0443 7.72 32500 0.3900 0.9392
0.0421 7.84 33000 0.4152 0.9369
0.0495 7.96 33500 0.3832 0.9289
0.0293 8.08 34000 0.4427 0.9346
0.0253 8.19 34500 0.4425 0.9381
0.0407 8.31 35000 0.4102 0.9358
0.0311 8.43 35500 0.4447 0.9369
0.0291 8.55 36000 0.4612 0.9346
0.035 8.67 36500 0.4241 0.9346
0.0381 8.79 37000 0.4198 0.9312
0.0234 8.91 37500 0.4345 0.9369
0.0311 9.03 38000 0.4558 0.9312
0.028 9.14 38500 0.4245 0.9381
0.0213 9.26 39000 0.4462 0.9381
0.0276 9.38 39500 0.4210 0.9381
0.0183 9.5 40000 0.4310 0.9404
0.0184 9.62 40500 0.4437 0.9404
0.0296 9.74 41000 0.4311 0.9392
0.019 9.86 41500 0.4244 0.9415
0.0245 9.98 42000 0.4270 0.9415
Framework versions
  • Transformers 4.21.3
  • Pytorch 1.7.1
  • Datasets 1.18.3
  • Tokenizers 0.11.6

Runs of WillHeld roberta-base-sst2 on huggingface.co

118
Total runs
0
24-hour runs
0
3-day runs
0
7-day runs
0
30-day runs

More Information About roberta-base-sst2 huggingface.co Model

More roberta-base-sst2 license Visit here:

https://choosealicense.com/licenses/mit

roberta-base-sst2 huggingface.co

roberta-base-sst2 huggingface.co is an AI model on huggingface.co that provides roberta-base-sst2's model effect (), which can be used instantly with this WillHeld roberta-base-sst2 model. huggingface.co supports a free trial of the roberta-base-sst2 model, and also provides paid use of the roberta-base-sst2. Support call roberta-base-sst2 model through api, including Node.js, Python, http.

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https://huggingface.co/WillHeld/roberta-base-sst2

WillHeld roberta-base-sst2 online free

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WillHeld roberta-base-sst2 online free url in huggingface.co:

https://huggingface.co/WillHeld/roberta-base-sst2

roberta-base-sst2 install

roberta-base-sst2 is an open source model from GitHub that offers a free installation service, and any user can find roberta-base-sst2 on GitHub to install. At the same time, huggingface.co provides the effect of roberta-base-sst2 install, users can directly use roberta-base-sst2 installed effect in huggingface.co for debugging and trial. It also supports api for free installation.

roberta-base-sst2 install url in huggingface.co:

https://huggingface.co/WillHeld/roberta-base-sst2

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roberta-base-sst2 huggingface.co Url

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WillHeld
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