urdu-distilbert-ner

mirfan899/urdu-distilbert-ner

urdu-distilbert-ner is a token classification model from mirfan899. Use it when you need labels on individual words, such as names. It is set up for transformers. The card lists the license as apache-2.0.

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

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At a glance

Task: Token Classification
Library: transformers
License: apache-2.0
Model type: distilbert
Access: Public
Created: Sep 21, 2023
Updated: Sep 21, 2023
SHA: 39ddee11

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Base models

Model card

From the Hugging Face model README

urdu-distilbert-ner

This model is a fine-tuned version of distilbert-base-multilingual-cased on an unknown dataset. It achieves the following results on the evaluation set:

Loss: 0.1387
Precision: 0.7575
Recall: 0.8057
F1: 0.7809
Accuracy: 0.9535

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: 8
eval_batch_size: 8
seed: 42
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
num_epochs: 3

Training results

Training Loss	Epoch	Step	Validation Loss	Precision	Recall	F1	Accuracy
0.1637	1.0	2272	0.1505	0.7131	0.7800	0.7451	0.9457
0.1159	2.0	4544	0.1390	0.7377	0.8037	0.7693	0.9507
0.0882	3.0	6816	0.1387	0.7575	0.8057	0.7809	0.9535

Framework versions

Transformers 4.33.0
Pytorch 2.0.0
Datasets 2.14.5
Tokenizers 0.13.3

Task: Token Classification
Library: transformers
Type: distilbert
License: apache-2.0
Created: Sep 21, 2023
Updated: Sep 21, 2023