longformer-political_bias-finetune – AI Model by jhonalevc1995 | AlphaNeural AI

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jhonalevc1995/
longformer-political_bias-finetune

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text-classification

generated_from_trainer

allenai/longformer-base-4096

autotrain_compatible

endpoints_compatible

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longformer-political_bias-finetune

This model is a fine-tuned version of allenai/longformer-base-4096 on an unknown dataset. It achieves the following results on the evaluation set:

Loss: 0.1045
Accuracy: 0.9846
Precision: 0.9819
Recall: 0.9957
F1: 0.9888

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: 5e-05
train_batch_size: 4
eval_batch_size: 4
seed: 0
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	Precision	Recall	F1
0.2992	0.1834	500	0.1363	0.9688	0.9831	0.9709	0.9769
0.1736	0.3668	1000	0.0897	0.9809	0.9834	0.9887	0.9860
0.2231	0.5503	1500	0.1072	0.9839	0.9908	0.9854	0.9881
0.1045	0.7337	2000	0.0966	0.9795	0.9934	0.9763	0.9848
0.1372	0.9171	2500	0.1045	0.9846	0.9819	0.9957	0.9888

Framework versions

Transformers 4.44.2
Pytorch 2.4.1+cu121
Datasets 3.0.1
Tokenizers 0.19.1