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deberta-v3-base-finetuned-finance-text-classification

nickmuchi / deberta-v3-base-finetuned-finance-text-classification

Run on huggingface.co
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Total runs: 893
24-hour runs: 0
7-day runs: -17
30-day runs: -165
Model's Last Updated: March 19 2023
text-classification

Introduction of deberta-v3-base-finetuned-finance-text-classification

Model Details of deberta-v3-base-finetuned-finance-text-classification

deberta-v3-base-finetuned-finance-text-classification

This model is a fine-tuned version of microsoft/deberta-v3-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: 0.7687
  • Accuracy: 0.8913
  • F1: 0.8912
  • Precision: 0.8927
  • Recall: 0.8913
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: 16
  • seed: 42
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • num_epochs: 15
  • mixed_precision_training: Native AMP
Training results
Training Loss Epoch Step Validation Loss Accuracy F1 Precision Recall
No log 1.0 285 0.4187 0.8399 0.8407 0.8687 0.8399
0.5002 2.0 570 0.3065 0.8755 0.8733 0.8781 0.8755
0.5002 3.0 855 0.4148 0.8775 0.8775 0.8778 0.8775
0.1937 4.0 1140 0.4249 0.8696 0.8699 0.8719 0.8696
0.1937 5.0 1425 0.5121 0.8834 0.8824 0.8831 0.8834
0.0917 6.0 1710 0.6113 0.8775 0.8779 0.8839 0.8775
0.0917 7.0 1995 0.7296 0.8775 0.8776 0.8793 0.8775
0.0473 8.0 2280 0.7034 0.8953 0.8942 0.8964 0.8953
0.0275 9.0 2565 0.6995 0.8834 0.8836 0.8846 0.8834
0.0275 10.0 2850 0.7736 0.8755 0.8755 0.8789 0.8755
0.0186 11.0 3135 0.7173 0.8814 0.8814 0.8840 0.8814
0.0186 12.0 3420 0.7659 0.8854 0.8852 0.8873 0.8854
0.0113 13.0 3705 0.8415 0.8854 0.8855 0.8907 0.8854
0.0113 14.0 3990 0.7577 0.8953 0.8951 0.8966 0.8953
0.0074 15.0 4275 0.7687 0.8913 0.8912 0.8927 0.8913
Framework versions
  • Transformers 4.19.2
  • Pytorch 1.11.0+cu113
  • Datasets 2.2.2
  • Tokenizers 0.12.1

Runs of nickmuchi deberta-v3-base-finetuned-finance-text-classification on huggingface.co

893
Total runs
0
24-hour runs
-47
3-day runs
-17
7-day runs
-165
30-day runs

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nickmuchi
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