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

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muhtasham/
tiny-mlm-tweet-target-rotten_tomatoes

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text-classification

generated_from_trainer

autotrain_compatible

endpoints_compatible

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tiny-mlm-tweet-target-rotten_tomatoes

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: 0.7100
Accuracy: 0.7702
F1: 0.7700

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	Accuracy	F1
0.6244	1.87	500	0.5415	0.7261	0.7259
0.4923	3.75	1000	0.5107	0.7514	0.7507
0.4156	5.62	1500	0.5107	0.7702	0.7699
0.3497	7.49	2000	0.5229	0.7692	0.7692
0.2947	9.36	2500	0.5779	0.7711	0.7711
0.2497	11.24	3000	0.6291	0.7608	0.7604
0.2062	13.11	3500	0.6866	0.7674	0.7670
0.1746	14.98	4000	0.7100	0.7702	0.7700

Framework versions

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