gokulsrinivasagan / bert_base_lda_book_stsb

huggingface.co
Total runs: 12
24-hour runs: 0
7-day runs: -2
30-day runs: 8
Model's Last Updated: December 09 2024
text-classification

Introduction of bert_base_lda_book_stsb

Model Details of bert_base_lda_book_stsb

bert_base_lda_book_stsb

This model is a fine-tuned version of gokulsrinivasagan/bert_base_lda_book on the GLUE STSB dataset. It achieves the following results on the evaluation set:

  • Loss: 0.8028
  • Pearson: 0.8057
  • Spearmanr: 0.8062
  • Combined Score: 0.8060
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: 256
  • eval_batch_size: 256
  • seed: 10
  • optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
  • lr_scheduler_type: linear
  • num_epochs: 50
Training results
Training Loss Epoch Step Validation Loss Pearson Spearmanr Combined Score
2.836 1.0 23 2.8057 0.2323 0.2008 0.2166
1.6866 2.0 46 2.1255 0.5948 0.6594 0.6271
1.0433 3.0 69 0.8778 0.7838 0.7802 0.7820
0.7026 4.0 92 1.2492 0.7716 0.7963 0.7840
0.5026 5.0 115 1.2232 0.7815 0.8001 0.7908
0.4187 6.0 138 1.2023 0.7924 0.8093 0.8009
0.3341 7.0 161 0.9573 0.8065 0.8108 0.8086
0.2762 8.0 184 0.8087 0.8123 0.8133 0.8128
0.2382 9.0 207 0.8028 0.8057 0.8062 0.8060
0.1989 10.0 230 0.8628 0.8049 0.8089 0.8069
0.1851 11.0 253 0.8750 0.8033 0.8056 0.8045
0.152 12.0 276 0.9113 0.8078 0.8139 0.8108
0.1519 13.0 299 1.0407 0.8076 0.8108 0.8092
0.1375 14.0 322 0.9877 0.8064 0.8116 0.8090
Framework versions
  • Transformers 4.46.3
  • Pytorch 2.2.1+cu118
  • Datasets 2.17.0
  • Tokenizers 0.20.3

Runs of gokulsrinivasagan bert_base_lda_book_stsb on huggingface.co

12
Total runs
0
24-hour runs
0
3-day runs
-2
7-day runs
8
30-day runs

More Information About bert_base_lda_book_stsb huggingface.co Model

bert_base_lda_book_stsb huggingface.co

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

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bert_base_lda_book_stsb install

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https://huggingface.co/gokulsrinivasagan/bert_base_lda_book_stsb

Url of bert_base_lda_book_stsb

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