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ppak10/
defect-classification-scibert-baseline-20-epochs

Name: defect-classification-scibert-baseline-20-epochs
Availability: InStock

transformers

safetensors

generated_from_trainer

allenai/scibert_scivocab_uncased

finetune

endpoints_compatible

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defect-classification-scibert-baseline-20-epochs

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

Loss: 0.2422
Accuracy: 0.9124

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: 256
eval_batch_size: 256
seed: 42
optimizer: Use 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: 20

Training results

Training Loss	Epoch	Step	Validation Loss	Accuracy
1.3805	1.0	2124	0.7077	0.8454
0.9347	2.0	4248	0.4424	0.8740
0.782	3.0	6372	0.3730	0.8907
0.6677	4.0	8496	0.3447	0.8957
0.6018	5.0	10620	0.3021	0.9057
0.5746	6.0	12744	0.3155	0.8961
0.5257	7.0	14868	0.2747	0.9100
0.5162	8.0	16992	0.2639	0.9104
0.4955	9.0	19116	0.2921	0.8975
0.4763	10.0	21240	0.2684	0.9036
0.4579	11.0	23364	0.2657	0.9069
0.454	12.0	25488	0.2535	0.9114
0.4384	13.0	27612	0.2626	0.9039
0.428	14.0	29736	0.2620	0.9011
0.4262	15.0	31860	0.2411	0.9141
0.425	16.0	33984	0.2586	0.9035
0.4141	17.0	36108	0.2446	0.9117
0.4129	18.0	38232	0.2506	0.9073
0.4105	19.0	40356	0.2424	0.9132
0.4099	20.0	42480	0.2422	0.9124

Framework versions

Transformers 4.47.0
Pytorch 2.5.1+cu124
Datasets 3.2.0
Tokenizers 0.21.0

ppak10/defect-classification-scibert-baseline-20-epochs

defect-classification-scibert-baseline-20-epochs

Model description

Intended uses & limitations

Training and evaluation data

Training procedure

Training hyperparameters

Training results

Framework versions

ppak10/
defect-classification-scibert-baseline-20-epochs