farsi_lastname_classifier_1

RawMean/farsi_lastname_classifier_1

farsi_lastname_classifier_1 is a text classification model from RawMean. Use it when you need a label for a piece of text. It is set up for transformers. The card lists the license as mit.

should probably proofread and complete it, then remove this comment. --

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Hugging Face

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At a glance

Task: Text Classification
Library: transformers
License: mit
Model type: deberta-v2
Access: Public
Created: Nov 15, 2022
Updated: Nov 15, 2022
SHA: 4483dd0c

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Model card

From the Hugging Face model README

farsi_lastname_classifier_1

This model is a fine-tuned version of microsoft/deberta-v3-small on the None dataset. It achieves the following results on the evaluation set:

Loss: 0.0482
Pearson: 0.9232

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: 8e-05
train_batch_size: 128
eval_batch_size: 256
seed: 42
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: cosine
lr_scheduler_warmup_ratio: 0.1
num_epochs: 10
mixed_precision_training: Native AMP

Training results

Training Loss	Epoch	Step	Validation Loss	Pearson
No log	1.0	12	0.2705	0.7018
No log	2.0	24	0.0993	0.7986
No log	3.0	36	0.0804	0.8347
No log	4.0	48	0.0433	0.9246
No log	5.0	60	0.0559	0.9176
No log	6.0	72	0.0465	0.9334
No log	7.0	84	0.0503	0.9154
No log	8.0	96	0.0438	0.9222
No log	9.0	108	0.0468	0.9260
No log	10.0	120	0.0482	0.9232

Framework versions

Transformers 4.24.0
Pytorch 1.12.1+cu113
Datasets 2.6.1
Tokenizers 0.13.2

Task: Text Classification
Library: transformers
Type: deberta-v2
License: mit
Created: Nov 15, 2022
Updated: Nov 15, 2022