longformer-heat_transfer-1epoch – AI Model by Howard881010 | AlphaNeural AI

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Howard881010/
longformer-heat_transfer-1epoch

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text-classification

generated_from_trainer

allenai/longformer-base-4096

autotrain_compatible

endpoints_compatible

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longformer-heat_transfer-1epoch

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: 0.2891
Accuracy: 0.924
F1: 0.9240

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: 16
eval_batch_size: 16
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
lr_scheduler_warmup_steps: 500
num_epochs: 1

Training results

Training Loss	Epoch	Step	Validation Loss	Accuracy	F1
0.6954	0.1776	100	0.6929	0.506	0.4586
0.4495	0.3552	200	0.4468	0.822	0.8217
0.4262	0.5329	300	0.2321	0.925	0.9249
0.1996	0.7105	400	0.3061	0.915	0.9147
0.2695	0.8881	500	0.2891	0.924	0.9240

Framework versions

Transformers 4.46.0
Pytorch 2.4.0+cu121
Datasets 2.21.0
Tokenizers 0.20.1