klue-bert-finetuned – AI Model by Tolerblanc | AlphaNeural AI

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Tolerblanc/
klue-bert-finetuned

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text-classification

smilegate-ai/kor_unsmile

jeanlee/kmhas_korean_hate_speech

autotrain_compatible

endpoints_compatible

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K-urse_Detection_with_BERT

TensorFlow

Keras

Overview

K-urse_Detection_with_BERT : Korean Cursing expression Detection with fine-tuned klue_BERT

This is the KWU "text mining" output for the first semester of 2023.

See Project Overview Here! : Notion(Korean)

See this model on GitHub : Link

Evaluation

Comparison Model is here
Used 2runo's Curse-detection-data

Model/Metric	Accuracy	Precision	Recall	F1 Score
Comparison(Electra base)	0.81	0.69	0.87	0.77
klue-BERT base(Our best result)	0.83	0.76**	0.75	0.75

Used Youtube Comments

Model/Metric	Accuracy	Precision	Recall	F1 Score
Comparison(Electra base)	0.77	0.52	0.90	0.66
klue-BERT base(Our best result)	0.89	0.75	0.80	0.78

Demo with HuggingFace's Space 🤗

Try Demo Here! Go to HuggingFace Space

Reference

Smilegate-AI's Korean Unsmile Dataset : Link
JeanLee's K-MHaS Dataset and Paper : Link
KLUE(Korean Language Understanding Evaluation) BERT : Link
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding : Link
2runo's Curse Detection Dataset : Link
JminJ's Bad Text Classifier : Link