ne-nasedaj-sms-phishing – AI Model by Utaem | AlphaNeural AI

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Ne Nasedaj SMS Phishing Detector

Fine-tuned BERTić model for phishing SMS detection in South Slavic languages.

Overview

This model is based on classla/bcms-bertic and was fine-tuned for binary SMS classification:

Phishing
Legitimate

The goal is to detect phishing and scam SMS messages commonly found in Serbian-speaking and neighboring language communities.

Supported Languages

Serbian (sr)
Croatian (hr)
Bosnian (bs)
Montenegrin (me)

The model was trained using language-aware inputs by prepending language tags such as:

text

[sr] message text
[hr] message text

Dataset

Total Samples: 1,529
Legitimate Messages: 900
Phishing Messages: 629

Language	Samples
Serbian	1013
Croatian	201
Montenegrin	153
Bosnian	143
Neutral	19

Model

Base Model:

classla/bcms-bertic

Parameters:

110,618,882

Test Results

Metric	Score
Accuracy	96.96%
Precision	96.81%
Recall	95.79%
F1 Score	96.30%

Confusion Matrix

text

[[132   3]
 [  4  91]]

Intended Use

SMS phishing detection
Cybersecurity education
Anti-scam awareness tools
Messaging safety applications

Example

Input:

[sr] Vaš račun će biti blokiran. Kliknite odmah.

Output:

phishing

Disclaimer

This model is intended for research, educational, and demonstration purposes. Predictions should not be considered a replacement for professional cybersecurity review.