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finbert-tone-finetuned-finance-topic-classification

nickmuchi / finbert-tone-finetuned-finance-topic-classification

Run on huggingface.co
huggingface.co
Total runs: 87.2K
24-hour runs: -25
7-day runs: 562
30-day runs: -1.9K
Model's Last Updated: July 13 2023
text-classification

Introduction of finbert-tone-finetuned-finance-topic-classification

Model Details of finbert-tone-finetuned-finance-topic-classification

finbert-tone-finetuned-finance-topic-classification

This model is a fine-tuned version of yiyanghkust/finbert-tone on Twitter Financial News Topic dataset. It achieves the following results on the evaluation set:

  • Loss: 0.509021
  • Accuracy: 0.910615
  • F1: 0.910647
  • Precision: 0.911335
  • Recall: 0.910615
Model description

Model determines the financial topic of given tweets over 20 various topics. Given the unbalanced distribution of the class labels, the weights were adjusted to pay attention to the less sampled labels which should increase overall performance..

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: 20
  • mixed_precision_training: Native AMP
Training results
Training Loss Epoch Step Validation Loss Accuracy F1 Precision Recall
No log 1.0 266 0.5152 0.8552 0.8504 0.8508 0.8552
0.7618 2.0 532 0.3999 0.8790 0.8781 0.8842 0.8790
0.7618 3.0 798 0.3628 0.8943 0.8940 0.8958 0.8943
0.16 4.0 1064 0.3776 0.8997 0.9001 0.9025 0.8997
0.16 5.0 1330 0.4286 0.8999 0.9002 0.9022 0.8999
0.058 6.0 1596 0.4500 0.9043 0.9042 0.9055 0.9043
0.058 7.0 1862 0.4689 0.9021 0.9017 0.9026 0.9021
0.0267 8.0 2128 0.4918 0.9031 0.9029 0.9039 0.9031
0.0267 9.0 2394 0.5030 0.9048 0.9049 0.9060 0.9048
0.0177 10.0 2660 0.5052 0.9033 0.9034 0.9044 0.9033
0.0177 11.0 2926 0.5265 0.9036 0.9034 0.9055 0.9036
0.013 12.0 3192 0.5267 0.9041 0.9041 0.9058 0.9041
0.013 13.0 3458 0.5090 0.9106 0.9106 0.9113 0.9106
0.0105 14.0 3724 0.5315 0.9067 0.9067 0.9080 0.9067
0.0105 15.0 3990 0.5339 0.9084 0.9084 0.9093 0.9084
0.0068 16.0 4256 0.5414 0.9072 0.9074 0.9088 0.9072
0.0051 17.0 4522 0.5460 0.9092 0.9091 0.9102 0.9092
0.0051 18.0 4788 0.5438 0.9072 0.9073 0.9081 0.9072
0.0035 19.0 5054 0.5474 0.9072 0.9073 0.9080 0.9072
0.0035 20.0 5320 0.5484 0.9079 0.9080 0.9087 0.9079
Framework versions
  • Transformers 4.25.1
  • Pytorch 1.13.0+cu116
  • Datasets 2.8.0
  • Tokenizers 0.13.2

Runs of nickmuchi finbert-tone-finetuned-finance-topic-classification on huggingface.co

87.2K
Total runs
-25
24-hour runs
885
3-day runs
562
7-day runs
-1.9K
30-day runs

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