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longformer-base-4096-ner-invoice – AI Model by drajend9 | AlphaNeural AI
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drajend9
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longformer-base-4096-ner-invoice
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tensorboard
safetensors
longformer
generated_from_trainer
allenai/longformer-base-4096
finetune
apache-2.0
us
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longformer-base-4096-ner-invoice
This model is a fine-tuned version of
allenai/longformer-base-4096
on the None dataset. It achieves the following results on the evaluation set:
Loss: 0.0113
Precision: 0.9741
Recall: 0.9847
F1: 0.9793
Accuracy: 0.9975
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: 4
eval_batch_size: 4
seed: 42
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
Precision
Recall
F1
Accuracy
No log
1.0
138
0.0484
0.8748
0.8996
0.8870
0.9887
No log
2.0
276
0.0139
0.9626
0.9769
0.9697
0.9969
No log
3.0
414
0.0113
0.9741
0.9847
0.9793
0.9975
Framework versions
Transformers 4.42.3
Pytorch 2.1.2
Datasets 2.20.0
Tokenizers 0.19.1
