distilbert-base-uncased__hate_speech_offensive__train-32-7 – AI Model by SetFit | AlphaNeural AI

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distilbert-base-uncased__hate_speech_offensive__train-32-7

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text-classification

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autotrain_compatible

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distilbert-base-uncased__hate_speech_offensive__train-32-7

This model is a fine-tuned version of distilbert-base-uncased on the None dataset. It achieves the following results on the evaluation set:

Loss: 0.8210
Accuracy: 0.6305

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: 50
mixed_precision_training: Native AMP

Training results

Training Loss	Epoch	Step	Validation Loss	Accuracy
1.0989	1.0	19	1.0655	0.4
1.0102	2.0	38	0.9927	0.6
0.8063	3.0	57	0.9117	0.5
0.5284	4.0	76	0.8058	0.55
0.2447	5.0	95	0.8393	0.45
0.098	6.0	114	0.8438	0.6
0.0388	7.0	133	1.1901	0.45
0.0188	8.0	152	1.4429	0.45
0.0121	9.0	171	1.3648	0.4
0.0082	10.0	190	1.4768	0.4
0.0066	11.0	209	1.4830	0.45
0.0057	12.0	228	1.4936	0.45
0.0053	13.0	247	1.5649	0.4
0.0041	14.0	266	1.6306	0.4

Framework versions

Transformers 4.15.0
Pytorch 1.10.2+cu102
Datasets 1.18.2
Tokenizers 0.10.3