distilbert-NER-LinearAlg-finetuned – AI Model by Heather-Driver | AlphaNeural AI

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Heather-Driver/
distilbert-NER-LinearAlg-finetuned

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token-classification

generated_from_trainer

dslim/distilbert-NER

autotrain_compatible

endpoints_compatible

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distilbert-NER-LinearAlg-finetuned

This model is a fine-tuned version of dslim/distilbert-NER on the None dataset. It achieves the following results on the evaluation set:

Loss: 0.0947
F1 Score: 0.9014

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: 3e-05
train_batch_size: 5
eval_batch_size: 5
seed: 42
optimizer: Use OptimizerNames.ADAMW_TORCH with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
lr_scheduler_type: linear
num_epochs: 10

Training results

Training Loss	Epoch	Step	Validation Loss	F1 Score
0.3042	1.0	222	0.2354	0.6871
0.1657	2.0	444	0.1603	0.7853
0.0996	3.0	666	0.1257	0.8369
0.0656	4.0	888	0.1090	0.8604
0.0401	5.0	1110	0.1052	0.8691
0.0321	6.0	1332	0.0986	0.8886
0.0246	7.0	1554	0.0952	0.8980
0.017	8.0	1776	0.0980	0.8967
0.017	9.0	1998	0.0944	0.9012
0.0143	10.0	2220	0.0947	0.9014

Framework versions

Transformers 4.47.1
Pytorch 2.5.1+cu124
Datasets 3.2.0
Tokenizers 0.21.0