Sentiment140_XLNET_5E – AI Model by Etelis | AlphaNeural AI

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Etelis/
Sentiment140_XLNET_5E

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text-classification

generated_from_trainer

endpoints_compatible

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Sentiment140_XLNET_5E

This model is a fine-tuned version of xlnet-base-cased on the sentiment140 dataset. It achieves the following results on the evaluation set:

Loss: 0.3797
Accuracy: 0.84

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: 16
eval_batch_size: 8
seed: 42
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
num_epochs: 1

Training results

Training Loss	Epoch	Step	Validation Loss	Accuracy
0.6687	0.08	50	0.5194	0.76
0.5754	0.16	100	0.4500	0.7867
0.5338	0.24	150	0.3725	0.8333
0.5065	0.32	200	0.4093	0.8133
0.4552	0.4	250	0.3910	0.8267
0.5352	0.48	300	0.3888	0.82
0.415	0.56	350	0.3887	0.8267
0.4716	0.64	400	0.3888	0.84
0.4565	0.72	450	0.3619	0.84
0.4447	0.8	500	0.3758	0.8333
0.4407	0.88	550	0.3664	0.8133
0.46	0.96	600	0.3797	0.84

Framework versions

Transformers 4.24.0
Pytorch 1.13.0
Datasets 2.3.2
Tokenizers 0.13.1