bart-large-mnli_17082023T112818 – AI Model by samaksh-khatri-crest-data | AlphaNeural AI

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bart-large-mnli_17082023T112818

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text-classification

generated_from_trainer

autotrain_compatible

endpoints_compatible

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bart-large-mnli_17082023T112818

This model is a fine-tuned version of facebook/bart-large-mnli on the None dataset. It achieves the following results on the evaluation set:

Loss: 0.4287
Accuracy: 0.9420
F1: 0.9569

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
gradient_accumulation_steps: 8
total_train_batch_size: 32
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
num_epochs: 10

Training results

Training Loss	Epoch	Step	Validation Loss	Accuracy	F1
No log	1.0	142	0.2864	0.8831	0.9196
No log	2.0	284	0.2190	0.9350	0.9490
No log	3.0	426	0.2682	0.9411	0.9594
0.204	4.0	568	0.3283	0.9367	0.9448
0.204	5.0	710	0.3400	0.9429	0.9592
0.204	5.99	852	0.4590	0.9341	0.9536
0.204	6.99	994	0.3945	0.9473	0.9611
0.0103	8.0	1137	0.4355	0.9394	0.9561
0.0103	9.0	1279	0.4277	0.9420	0.9574
0.0103	9.99	1420	0.4287	0.9420	0.9569

Framework versions

Transformers 4.29.2
Pytorch 2.0.1
Datasets 2.14.4
Tokenizers 0.13.2