model_gpt2_medium_d_political_bias_political_bias_ep_1_3_a_sqn_a_b_p_100_5_v_11
This model is a fine-tuned version of openai-community/gpt2-medium on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 1.2735
- Accuracy: 0.7053
- F1 Micro: 0.7053
- Auc: 0.7807
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: 0.0001
- train_batch_size: 16
- eval_batch_size: 64
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 4
Training results
Training Loss | Epoch | Step | Validation Loss | Accuracy | F1 Micro | Auc |
---|---|---|---|---|---|---|
1.1051 | 0.2703 | 10 | 0.6701 | 0.5945 | 0.5945 | 0.6855 |
0.6657 | 0.5405 | 20 | 0.6342 | 0.6426 | 0.6426 | 0.7489 |
0.6544 | 0.8108 | 30 | 0.6950 | 0.6469 | 0.6469 | 0.7466 |
0.6954 | 1.0811 | 40 | 0.5734 | 0.6847 | 0.6847 | 0.7750 |
0.4412 | 1.3514 | 50 | 0.6375 | 0.6804 | 0.6804 | 0.7636 |
0.5728 | 1.6216 | 60 | 0.6858 | 0.6675 | 0.6675 | 0.7579 |
0.5021 | 1.8919 | 70 | 0.6092 | 0.6701 | 0.6701 | 0.7617 |
0.3721 | 2.1622 | 80 | 0.6150 | 0.6967 | 0.6967 | 0.7791 |
0.2674 | 2.4324 | 90 | 0.7439 | 0.6701 | 0.6701 | 0.7544 |
0.2516 | 2.7027 | 100 | 0.7179 | 0.7027 | 0.7027 | 0.7769 |
0.3177 | 2.9730 | 110 | 0.6977 | 0.7148 | 0.7148 | 0.7880 |
0.0615 | 3.2432 | 120 | 0.8305 | 0.6993 | 0.6993 | 0.7870 |
0.0492 | 3.5135 | 130 | 1.0983 | 0.7088 | 0.7088 | 0.7854 |
0.0793 | 3.7838 | 140 | 1.2735 | 0.7053 | 0.7053 | 0.7807 |
Framework versions
- Transformers 4.44.0
- Pytorch 2.3.1+cu121
- Datasets 2.20.0
- Tokenizers 0.19.1
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openai-community/gpt2-medium
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