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ClaudiaRichard/mbti_classification_v1/
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metadata
license: apache-2.0
base_model: sentence-transformers/all-mpnet-base-v2
tags:
  - generated_from_trainer
metrics:
  - f1
  - accuracy
model-index:
  - name: bert-finetuned-sem_eval-english
    results: []

bert-finetuned-sem_eval-english

This model is a fine-tuned version of sentence-transformers/all-mpnet-base-v2 on an unknown dataset. It achieves the following results on the evaluation set:

  • Loss: 0.5309
  • F1: 0.6500
  • Roc Auc: 0.7191
  • Accuracy: 0.3001

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
  • gradient_accumulation_steps: 2
  • total_train_batch_size: 16
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • num_epochs: 2
  • mixed_precision_training: Native AMP

Training results

Training Loss Epoch Step Validation Loss F1 Roc Auc Accuracy
0.5324 1.0 9913 0.5302 0.6542 0.7212 0.2941
0.5068 2.0 19826 0.5309 0.6500 0.7191 0.3001

Framework versions

  • Transformers 4.38.1
  • Pytorch 2.1.0+cu121
  • Tokenizers 0.15.2