SpeakSafe

Analyze harmful messages, slang, mixed-language text, and screenshots using OCR, NLP preprocessing, and deep learning models.

✓ Supports Malay ✓ Supports English ✓ Mixed-language detection ✓ OCR screenshot analysis ✓ AI-powered classification

CYBERBULLYING DETECTION

SpeakSafe is an academic screening tool for awareness and research. Results are not legal, medical, or professional advice — always use your own judgment and seek appropriate support when needed.

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Extracted Text

OCR output preview will appear here before analysis.

Detection Result Dashboard

AWAITING ANALYSIS
Confidence Score

Explanation: Enter a message and click Analyze to run the BiLSTM model.

Suggested Alternative:

Confidence Progress 0%
Severity Indicator: —

🛡️ Need Help or Support?

Cyberbullying can affect emotional well-being, mental health, and personal safety. If you or someone you know is experiencing online harassment, bullying, or emotional distress, these organizations can provide support.

🏛️

Talian Kasih

Type: Government Helpline

Provides support for emotional distress, abuse, family problems, and crisis situations.

15999
WhatsApp: +6019-2615999

Get Help
💚

Befrienders Kuala Lumpur

Type: Mental Health NGO

Provides emotional support and confidential listening for people experiencing stress, anxiety, depression, or emotional difficulties.

03-76272929

Talk to Someone
🛡️

CyberSecurity Malaysia - Cyber999

Type: Government Cyber Incident Support

Provides assistance for cyber-related incidents including online harassment, scams, and digital safety issues.

Cyber incident reporting portal

Report Incident
📢

Ministry of Communications Malaysia (MCMC Complaint)

Type: Government Complaint Platform

Users may lodge complaints involving harmful online content or digital communications issues.

Official complaint and communication channels

Submit Complaint
💬

WAO - Women's Aid Organisation

Type: NGO Support

Provides support for abuse, harassment, and emotional wellbeing.

Support and referral resources available online

Seek Support
👶

UNICEF Malaysia - Online Safety Resources

Type: Child and Youth Support

Provides resources about online safety and cyberbullying awareness among young people.

Guides and awareness materials for families and youth

Learn More

Immediate Danger?

If cyberbullying includes threats, stalking, blackmail, or risk of physical harm, contact local authorities or emergency services immediately.

Emergency: 999

Supported Cyberbullying Categories

🗯️ Direct Abuse

Example: bodoh, pukimak

Explicit direct insults and vulgar Malay profanity.

🕵️ Covert Bullying

Example: mati je lah

Subtle hostile phrasing that harms through implication.

🔀 Mixed-language Bullying

Example: kau ni annoying gila

Code-switched Malay-English attacks in one sentence.

💬 Pragmatic Slang

Example: skill issue kau

Gaming and social-media slang used to harass others.

🌐 English Hybrid

Example: touch grass

English insults blended into regional conversation flow.

🔁 Repetitive Harassment

Example: bodohhhhhh, b4bi

Repeated or obfuscated terms used to evade filters.

How SpeakSafe Works

User Input
OCR
NLP Preprocessing
Deep Learning (BiLSTM)
Classification
Result

About SpeakSafe

SpeakSafe is an AI-powered cyberbullying detection system designed to identify harmful Malay-English social media text, slang, abbreviations, and mixed-language expressions using OCR, NLP preprocessing, and deep learning techniques.