tiny-mlm-tweet-target-conll2003 – AI Model by muhtasham | AlphaNeural AI

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muhtasham/
tiny-mlm-tweet-target-conll2003

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token-classification

generated_from_trainer

autotrain_compatible

endpoints_compatible

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tiny-mlm-tweet-target-conll2003

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

Loss: 0.1472
Precision: 0.7358
Recall: 0.8098
F1: 0.7710
Accuracy: 0.9568

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
0.754	1.14	500	0.4280	0.4589	0.5084	0.4824	0.8922
0.3717	2.28	1000	0.2900	0.5875	0.6503	0.6173	0.9240
0.2865	3.42	1500	0.2349	0.6354	0.7050	0.6684	0.9345
0.2358	4.56	2000	0.2070	0.6760	0.7400	0.7066	0.9410
0.2035	5.69	2500	0.1835	0.6966	0.7647	0.7291	0.9467
0.1793	6.83	3000	0.1702	0.7107	0.7819	0.7446	0.9501
0.1579	7.97	3500	0.1613	0.7162	0.7932	0.7527	0.9527
0.1408	9.11	4000	0.1545	0.7209	0.7940	0.7557	0.9545
0.1267	10.25	4500	0.1505	0.7391	0.8024	0.7695	0.9559
0.1179	11.39	5000	0.1472	0.7358	0.8098	0.7710	0.9568

Framework versions

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