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metadata
metrics:
  - accuracy
model-index:
  - name: dear-jarvis-monolith-xed-en

dear-jarvis-monolith-xed-en

This model was trained from scratch on an unkown dataset. It achieves the following results on the evaluation set:

  • Loss: 1.7655
  • Accuracy: 0.4678

Model description

LABEL_0 = neutral
LABEL_1 = anger
LABEL_2 = anticipation
LABEL_3 = disgust
LABEL_4 = fear
LABEL_5 = joy
LABEL_6 = sadness
LABEL_7 = surprise
LABEL_8 = trust

Labels are based on Plutchik's model of emotions and may be combined: image

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: 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: 3

Training results

Training Loss Epoch Step Validation Loss Accuracy
1.5876 1.0 2003 1.5386 0.4596
1.1935 2.0 4006 1.5512 0.4803
0.7676 3.0 6009 1.7655 0.4678

Framework versions

  • Transformers 4.6.1
  • Pytorch 1.8.1+cu101
  • Datasets 1.8.0
  • Tokenizers 0.10.3