Datasets:

joohans
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korean-phishing-email

title stringlengths 7 101	text stringlengths 19 4.75k	type stringclasses 2 values
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English	Sfhdg to iiiiiiuiiiiiiiiiiiii to	spam
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Korean Phishing Email Detection Dataset (Sample Preview)

Note: This is a sample preview (114 samples) of the full dataset (20,000+ samples) to be released in July 2026 as part of the NIPA Open Source AI/SW Development Support Program.

Dataset Description

Split	File	Samples	Description
train	`email_train.jsonl`	67	English spam/legitimate emails (Enron-based)
test	`email_test.jsonl`	17	English spam/legitimate test set
korean	`korean_phishing_samples.jsonl`	30	Korean phishing email samples

Languages: Korean, English
Labels: phishing/spam (1) vs legitimate/not spam (0)
Sources: Public corpora (Enron, Nazario, PhishTank) + Korean augmentation

PoC Results (using this data)

Metric	Before Fine-tuning	After LoRA Fine-tuning
Accuracy	57.7% (Zero-shot)	100%
False Positive Rate	98.2%	0%
Test samples	230	230

Full Dataset Roadmap (July 2026)

20,000+ samples: public corpora + LLM-augmented Korean phishing emails
PII auto-removal + expert cross-validation
Comprehensive Dataset Card with detailed statistics

Usage

from datasets import load_dataset
ds = load_dataset("joohans/korean-phishing-email")

Citation

NIPA 2026 Open Source AI/SW Development Support Program Developed by (주)씨피랩스 | Live Demo | Fine-tuned Model

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