klue-bert-finetuned-klue-ner

sunwooooong/klue-bert-finetuned-klue-ner

klue-bert-finetuned-klue-ner is a token classification model from sunwooooong. Use it when you need labels on individual words, such as names. It is set up for transformers. The card lists the license as cc-by-sa-4.0.

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

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At a glance

Task: Token Classification
Library: transformers
License: cc-by-sa-4.0
Model type: bert
Access: Public
Created: Feb 9, 2023
Updated: Feb 9, 2023
SHA: d4a61100

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Datasets

klue

Model card

From the Hugging Face model README

klue-bert-finetuned-klue-ner

This model is a fine-tuned version of klue/bert-base on the klue dataset. It achieves the following results on the evaluation set:

Loss: 0.3741
F1: 0.3930

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: 24
eval_batch_size: 24
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	F1
0.5313	1.0	876	0.5225	0.2331
0.3884	2.0	1752	0.4197	0.3350
0.3136	3.0	2628	0.3741	0.3930

Framework versions

Transformers 4.26.0
Pytorch 1.13.1+cu116
Datasets 2.9.0
Tokenizers 0.13.2

Task: Token Classification
Library: transformers
Type: bert
License: cc-by-sa-4.0
Created: Feb 9, 2023
Updated: Feb 9, 2023