small-mlm-wikitext-target-conll2003 – AI Model by muhtasham | AlphaNeural AI

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muhtasham/
small-mlm-wikitext-target-conll2003

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token-classification

generated_from_trainer

autotrain_compatible

endpoints_compatible

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small-mlm-wikitext-target-conll2003

This model is a fine-tuned version of muhtasham/small-mlm-wikitext on the None dataset. It achieves the following results on the evaluation set:

Loss: 0.1116
Precision: 0.8899
Recall: 0.9184
F1: 0.9039
Accuracy: 0.9785

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: 32
eval_batch_size: 32
seed: 42
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: constant
training_steps: 5000

Training results

Training Loss	Epoch	Step	Validation Loss	Precision	Recall	F1	Accuracy
0.223	1.14	500	0.0903	0.8418	0.8810	0.8609	0.9720
0.0741	2.28	1000	0.0790	0.8792	0.8999	0.8894	0.9761
0.0429	3.42	1500	0.0804	0.8822	0.9135	0.8976	0.9777
0.0281	4.56	2000	0.0827	0.8969	0.9150	0.9059	0.9789
0.0185	5.69	2500	0.0908	0.8933	0.9184	0.9057	0.9784
0.013	6.83	3000	0.0960	0.8871	0.9179	0.9022	0.9782
0.0095	7.97	3500	0.0975	0.9013	0.9201	0.9106	0.9793
0.0074	9.11	4000	0.1094	0.8884	0.9189	0.9034	0.9776
0.0059	10.25	4500	0.1088	0.8998	0.9185	0.9091	0.9795
0.005	11.39	5000	0.1116	0.8899	0.9184	0.9039	0.9785

Framework versions

Transformers 4.26.0.dev0
Pytorch 1.13.0+cu116
Datasets 2.8.1.dev0
Tokenizers 0.13.2