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sec-bert-finetuned-finance-classification

nickmuchi / sec-bert-finetuned-finance-classification

Run on huggingface.co
huggingface.co
Total runs: 376
24-hour runs: 1
7-day runs: 4
30-day runs: 37
Model's Last Updated: March 19 2023
text-classification

Introduction of sec-bert-finetuned-finance-classification

Model Details of sec-bert-finetuned-finance-classification

sec-bert-finetuned-finance-classification

This model is a fine-tuned version of nlpaueb/sec-bert-base on the sentence_50Agree financial-phrasebank + Kaggle Dataset , a dataset consisting of 4840 Financial News categorised by sentiment (negative, neutral, positive). The Kaggle dataset includes Covid-19 sentiment data and can be found here: sentiment-classification-selflabel-dataset .

It achieves the following results on the evaluation set:

  • Loss: 0.5277
  • Accuracy: 0.8755
  • F1: 0.8744
  • Precision: 0.8754
  • Recall: 0.8755
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: 64
  • eval_batch_size: 64
  • seed: 42
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • num_epochs: 8
  • mixed_precision_training: Native AMP
Training results
Training Loss Epoch Step Validation Loss Accuracy F1 Precision Recall
0.6005 0.99 71 0.3702 0.8478 0.8465 0.8491 0.8478
0.3226 1.97 142 0.3172 0.8834 0.8822 0.8861 0.8834
0.2299 2.96 213 0.3313 0.8814 0.8805 0.8821 0.8814
0.1277 3.94 284 0.3925 0.8775 0.8771 0.8770 0.8775
0.0764 4.93 355 0.4517 0.8715 0.8704 0.8717 0.8715
0.0533 5.92 426 0.4851 0.8735 0.8728 0.8731 0.8735
0.0363 6.9 497 0.5107 0.8755 0.8743 0.8757 0.8755
0.0248 7.89 568 0.5277 0.8755 0.8744 0.8754 0.8755
Framework versions
  • Transformers 4.17.0
  • Pytorch 1.10.0+cu111
  • Datasets 1.18.4
  • Tokenizers 0.11.6

Runs of nickmuchi sec-bert-finetuned-finance-classification on huggingface.co

376
Total runs
1
24-hour runs
4
3-day runs
4
7-day runs
37
30-day runs

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nickmuchi
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