Sponsored by ZenMux
Toolify Toolify logo
AI Models
bert-base-cased-sst2

WillHeld / bert-base-cased-sst2

Run on huggingface.co
huggingface.co
Total runs: 18
24-hour runs: 0
7-day runs: 0
30-day runs: 0
Model's Last Updated: September 16 2022
text-classification

Introduction of bert-base-cased-sst2

Model Details of bert-base-cased-sst2

bert-base-cased-sst2

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

  • Loss: 0.2345
  • Accuracy: 0.9140
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
0.6253 0.12 500 0.3641 0.8567
0.3189 0.24 1000 0.2656 0.8899
0.2701 0.36 1500 0.3463 0.8807
0.2533 0.48 2000 0.2409 0.9071
0.2436 0.59 2500 0.2345 0.9140
0.2155 0.71 3000 0.2926 0.9002
0.22 0.83 3500 0.2998 0.9094
0.2146 0.95 4000 0.2481 0.9140
0.1737 1.07 4500 0.2802 0.9128
0.1578 1.19 5000 0.3536 0.9083
0.1534 1.31 5500 0.4714 0.8830
0.1641 1.43 6000 0.3235 0.9128
0.1601 1.54 6500 0.3133 0.9094
0.1644 1.66 7000 0.3021 0.9071
0.1578 1.78 7500 0.3552 0.9094
0.1582 1.9 8000 0.2896 0.9106
0.1448 2.02 8500 0.3343 0.9232
0.0989 2.14 9000 0.3882 0.9048
0.1098 2.26 9500 0.3218 0.9037
0.1056 2.38 10000 0.3426 0.9140
0.112 2.49 10500 0.3631 0.9025
0.1066 2.61 11000 0.4084 0.9106
0.126 2.73 11500 0.3191 0.9117
0.12 2.85 12000 0.4091 0.9048
0.1092 2.97 12500 0.3602 0.9060
0.0826 3.09 13000 0.3571 0.9163
0.0603 3.21 13500 0.4021 0.9243
0.0636 3.33 14000 0.3893 0.9186
0.0775 3.44 14500 0.4373 0.9151
0.0842 3.56 15000 0.4100 0.9174
0.0902 3.68 15500 0.3878 0.9037
0.092 3.8 16000 0.3723 0.9140
0.0978 3.92 16500 0.3492 0.9163
0.0682 4.04 17000 0.4597 0.9209
0.0481 4.16 17500 0.4668 0.9186
0.0561 4.28 18000 0.4083 0.9209
0.0571 4.39 18500 0.4040 0.9174
0.0511 4.51 19000 0.4032 0.9197
0.062 4.63 19500 0.4090 0.9140
0.0618 4.75 20000 0.4150 0.9106
0.0599 4.87 20500 0.3623 0.9209
0.0614 4.99 21000 0.4421 0.9083
0.0385 5.11 21500 0.4328 0.9197
0.0331 5.23 22000 0.4569 0.9209
0.0343 5.34 22500 0.5130 0.9094
0.0389 5.46 23000 0.4741 0.9232
0.0413 5.58 23500 0.4654 0.9060
0.0444 5.7 24000 0.4888 0.9014
0.0406 5.82 24500 0.4085 0.9220
0.031 5.94 25000 0.4760 0.9197
0.037 6.06 25500 0.5403 0.9094
0.0239 6.18 26000 0.5945 0.9060
0.0267 6.29 26500 0.4595 0.9140
0.0338 6.41 27000 0.4923 0.9106
0.0293 6.53 27500 0.6128 0.8979
0.0253 6.65 28000 0.5428 0.9083
0.0296 6.77 28500 0.5244 0.9002
0.0279 6.89 29000 0.5732 0.9048
0.0321 7.01 29500 0.5824 0.9094
0.0179 7.13 30000 0.6336 0.9094
0.0177 7.24 30500 0.7145 0.9140
0.0262 7.36 31000 0.5504 0.9083
0.0182 7.48 31500 0.5924 0.9071
0.0187 7.6 32000 0.5613 0.9151
0.012 7.72 32500 0.6129 0.9083
0.021 7.84 33000 0.5698 0.9106
0.024 7.96 33500 0.6231 0.9083
0.0136 8.08 34000 0.7155 0.9117
0.0088 8.19 34500 0.7918 0.9060
0.0129 8.31 35000 0.6727 0.9094
0.0113 8.43 35500 0.6531 0.9117
0.0141 8.55 36000 0.7040 0.9037
0.0111 8.67 36500 0.6551 0.9094
0.0111 8.79 37000 0.6928 0.9071
0.0116 8.91 37500 0.6313 0.9094
0.0107 9.03 38000 0.7104 0.9094
0.006 9.14 38500 0.7446 0.9117
0.0048 9.26 39000 0.7537 0.9140
0.0099 9.38 39500 0.7715 0.9140
0.0067 9.5 40000 0.7633 0.9117
0.0037 9.62 40500 0.7669 0.9128
0.006 9.74 41000 0.7714 0.9128
0.0063 9.86 41500 0.8020 0.9106
0.0107 9.98 42000 0.7985 0.9117
Framework versions
  • Transformers 4.21.3
  • Pytorch 1.7.1
  • Datasets 1.18.3
  • Tokenizers 0.11.6

Runs of WillHeld bert-base-cased-sst2 on huggingface.co

18
Total runs
0
24-hour runs
0
3-day runs
0
7-day runs
0
30-day runs

More Information About bert-base-cased-sst2 huggingface.co Model

More bert-base-cased-sst2 license Visit here:

https://choosealicense.com/licenses/apache-2.0

bert-base-cased-sst2 huggingface.co

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

bert-base-cased-sst2 huggingface.co Url

https://huggingface.co/WillHeld/bert-base-cased-sst2

WillHeld bert-base-cased-sst2 online free

bert-base-cased-sst2 huggingface.co is an online trial and call api platform, which integrates bert-base-cased-sst2's modeling effects, including api services, and provides a free online trial of bert-base-cased-sst2, you can try bert-base-cased-sst2 online for free by clicking the link below.

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

https://huggingface.co/WillHeld/bert-base-cased-sst2

bert-base-cased-sst2 install

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

bert-base-cased-sst2 install url in huggingface.co:

https://huggingface.co/WillHeld/bert-base-cased-sst2

Url of bert-base-cased-sst2

bert-base-cased-sst2 huggingface.co Url

Provider of bert-base-cased-sst2 huggingface.co

WillHeld
ORGANIZATIONS
huggingface.co

Other API from WillHeld

 huggingface.co
WillHeld/via-llama

Total runs: 96
Run Growth: 91
Growth Rate: 94.79%
Updated:April 21 2024
huggingface.co
WillHeld/debug_llama

Total runs: 14
Run Growth: 5
Growth Rate: 35.71%
Updated:November 12 2024
huggingface.co
WillHeld/blueberry

Total runs: 4
Run Growth: -133
Growth Rate: -3325.00%
Updated:October 23 2025
huggingface.co
WillHeld/via-7b

Total runs: 2
Run Growth: -1
Growth Rate: -50.00%
Updated:March 27 2024
huggingface.co
WillHeld/via-7b-2

Total runs: 1
Run Growth: 0
Growth Rate: 0.00%
Updated:April 11 2024
huggingface.co
WillHeld/via-base

Total runs: 1
Run Growth: 0
Growth Rate: 0.00%
Updated:April 05 2024