kogpt2-base-v2-8-finetuned-klue-ner

EE0/kogpt2-base-v2-8-finetuned-klue-ner

kogpt2-base-v2-8-finetuned-klue-ner is a token classification model from EE0. 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-nc-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-nc-sa-4.0
Model type: gpt2
Access: Public
Created: May 7, 2023
Updated: May 7, 2023
SHA: fd04fe29

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Datasets

klue

Model card

From the Hugging Face model README

kogpt2-base-v2-8-finetuned-klue-ner

This model is a fine-tuned version of skt/kogpt2-base-v2 on the klue dataset. It achieves the following results on the evaluation set:

Loss: 0.5168
F1: 0.5292

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: 8

Training results

Training Loss	Epoch	Step	Validation Loss	F1
0.6242	1.0	876	0.5671	0.3289
0.4158	2.0	1752	0.5766	0.3565
0.3305	3.0	2628	0.4438	0.4400
0.266	4.0	3504	0.4983	0.4341
0.2231	5.0	4380	0.4501	0.4778
0.1845	6.0	5256	0.4614	0.5056
0.151	7.0	6132	0.4946	0.5263
0.1247	8.0	7008	0.5168	0.5292

Framework versions

Transformers 4.28.1
Pytorch 2.0.0+cu118
Datasets 2.12.0
Tokenizers 0.13.3

Task: Token Classification
Library: transformers
Type: gpt2
License: cc-by-nc-sa-4.0
Created: May 7, 2023
Updated: May 7, 2023