financeLM_outputpath_Sentiment_Analysis_Balanced__15

This model is a fine-tuned version of openai-community/gpt2 on an unknown dataset. It achieves the following results on the evaluation set:

  • Loss: 2.5191

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: 4
  • eval_batch_size: 8
  • seed: 42
  • gradient_accumulation_steps: 4
  • total_train_batch_size: 16
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • lr_scheduler_warmup_ratio: 0.03
  • num_epochs: 15

Training results

Training Loss Epoch Step Validation Loss
2.0424 1.0 358 1.6885
1.3339 2.0 717 1.7008
1.0278 3.0 1076 1.7622
0.819 4.0 1435 1.8862
0.6674 5.0 1793 2.0067
0.5544 6.0 2152 2.1500
0.4702 7.0 2511 2.2106
0.4061 8.0 2870 2.3040
0.3599 9.0 3228 2.3646
0.3226 10.0 3587 2.4215
0.2939 11.0 3946 2.4431
0.2728 12.0 4305 2.4787
0.2577 13.0 4663 2.4998
0.2442 14.0 5022 2.5109
0.2368 14.97 5370 2.5191

Framework versions

  • Transformers 4.35.0
  • Pytorch 2.1.2+cu121
  • Datasets 2.14.5
  • Tokenizers 0.14.1
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