farsi_lastname_classifier_2

RawMean/farsi_lastname_classifier_2

farsi_lastname_classifier_2 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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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: 0700f7dc

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Model card

From the Hugging Face model README

farsi_lastname_classifier_2

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: 0.0370
Pearson: 0.9361

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	0.2937	0.7153
No log	2.0	24	0.1063	0.8056
No log	3.0	36	0.0530	0.9110
No log	4.0	48	0.0446	0.9272
No log	5.0	60	0.0445	0.9250
No log	6.0	72	0.0528	0.9096
No log	7.0	84	0.0407	0.9318
No log	8.0	96	0.0344	0.9350
No log	9.0	108	0.0378	0.9359
No log	10.0	120	0.0370	0.9361

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