paws_x_m_bert_only_en – AI Model by semindan | AlphaNeural AI

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semindan/
paws_x_m_bert_only_en

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text-classification

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autotrain_compatible

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paws_x_m_bert_only_en

This model is a fine-tuned version of bert-base-multilingual-cased on the paws-x dataset. It achieves the following results on the evaluation set:

Loss: 0.4996
Accuracy: 0.925

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: 5e-05
train_batch_size: 64
eval_batch_size: 64
seed: 42
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
0.3185	1.0	772	0.2330	0.916
0.1484	2.0	1544	0.2518	0.9205
0.1013	3.0	2316	0.2902	0.921
0.0735	4.0	3088	0.2797	0.9265
0.0544	5.0	3860	0.2789	0.9315
0.0406	6.0	4632	0.3514	0.929
0.0313	7.0	5404	0.3799	0.926
0.022	8.0	6176	0.4567	0.9255
0.0156	9.0	6948	0.4652	0.9275
0.0123	10.0	7720	0.4996	0.925

Framework versions

Transformers 4.24.0
Pytorch 1.13.0
Datasets 2.6.1
Tokenizers 0.13.1