amazon_helpfulness_classification_on_TAPT_pretrained_full_train – AI Model by ltuzova | AlphaNeural AI

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ltuzova/
amazon_helpfulness_classification_on_TAPT_pretrained_full_train

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text-classification

generated_from_trainer

ltuzova/tapt_helpfulness_base_pretraining_model_full_train

autotrain_compatible

endpoints_compatible

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amazon_helpfulness_classification_on_TAPT_pretrained_full_train

This model is a fine-tuned version of ltuzova/tapt_helpfulness_base_pretraining_model_full_train on an unknown dataset. It achieves the following results on the evaluation set:

Loss: 0.3275
Accuracy: 0.8787
F1 Macro: 0.6852

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: 16
eval_batch_size: 16
seed: 42
optimizer: Adam with betas=(0.9,0.98) and epsilon=1e-06
lr_scheduler_type: linear
lr_scheduler_warmup_ratio: 0.06
num_epochs: 10

Training results

Training Loss	Epoch	Step	Validation Loss	Accuracy	F1 Macro
0.3175	1.0	7204	0.3037	0.8762	0.6515
0.2996	2.0	14408	0.3404	0.8744	0.6448
0.2624	3.0	21612	0.3263	0.8792	0.6963
0.2322	4.0	28816	0.4314	0.877	0.6752
0.1906	5.0	36020	0.5521	0.8708	0.6836
0.1487	6.0	43224	0.7017	0.8704	0.6941

Framework versions

Transformers 4.36.2
Pytorch 2.2.1+cu121
Datasets 2.19.0
Tokenizers 0.15.2