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metadata
license: apache-2.0
base_model: bhadresh-savani/electra-base-emotion
tags:
  - generated_from_trainer
metrics:
  - accuracy
model-index:
  - name: nosql-identifier-electra
    results: []

nosql-identifier-electra

This model is a fine-tuned version of bhadresh-savani/electra-base-emotion on an unknown dataset. It achieves the following results on the evaluation set:

  • Loss: 0.2416
  • Accuracy: 0.925

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: 8
  • eval_batch_size: 8
  • seed: 42
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • num_epochs: 15

Training results

Training Loss Epoch Step Validation Loss Accuracy
No log 1.0 40 0.5918 0.725
No log 2.0 80 0.5009 0.85
No log 3.0 120 0.3760 0.9
No log 4.0 160 0.4031 0.8
No log 5.0 200 0.3600 0.875
No log 6.0 240 0.2552 0.925
No log 7.0 280 0.2876 0.9
No log 8.0 320 0.2684 0.9
No log 9.0 360 0.2454 0.95
No log 10.0 400 0.2540 0.925
No log 11.0 440 0.2622 0.9
No log 12.0 480 0.2397 0.95
0.3893 13.0 520 0.2355 0.925
0.3893 14.0 560 0.2432 0.925
0.3893 15.0 600 0.2416 0.925

Framework versions

  • Transformers 4.31.0
  • Pytorch 2.0.1+cu118
  • Datasets 2.13.1
  • Tokenizers 0.11.0