International Journal For Multidisciplinary Research

E-ISSN: 2582-2160   •   Impact Factor: 9.24

A Widely Indexed Open Access Peer Reviewed Multidisciplinary Bi-monthly Scholarly International Journal

Call for Paper Volume 8, Issue 2 (March-April 2026) Submit your research before last 3 days of April to publish your research paper in the issue of March-April.
Submit Research Paper Join as a Reviewer

Plagiarism is checked by the leading plagiarism checker TurnItIn

Call for Paper

Volume 8 Issue 2
March-April 2026

Submit your research paper

Indexing Partners
Academia Advanced Sciences Index Bielefeld Academic Search Engine CiteSeer DRJI Google Scholar Independent Search Engine & Directory Network ISI (International Scientific Indexing) Issuu Mendeley Research Networks
RefSeek ResearcherId - Thomson Reuters ResearchGate Scirus Scribd Semantic Scholar UTeM - Universiti Teknikal Malaysia Melaka Wiki for Call for Papers WorldCat Zenodo

CyberShield: A Smart Detection System for Cyberbullying Using Machine Learning and NLP

Author(s) Ms. Tabassum Ahmed Mujawar, Prof. Shakila Siddavatam
Country India
Abstract Bullies pull tricks all the time now. They steer clear of plain old cuss words, stuffing the hurt into sarcasm or that daily slang and odd local twists which plain filters miss every time. Legacy moderation systems remain antiquated, relying solely on rigid matching against predefined profane lexicons.They skip the real stuff like context, vibe or what's meant, so hurt builds up quick and victims end up wrecked mentally with zero warning. That's what pushed me to create CyberShield during my project something that doesn't just scan words but actually understands the nastiness behind them.
I went with BERT because it's killer at picking up bidirectional context, like whether a sentence is aggressive or just playful banter. Built the whole thing as a lightweight Python Flask web app that processes messages in real time as they hit the server. When it flags potential harassment say, a sarcastic jab laced with slang it triggers Twilio to fire off an SMS to moderators and uses SocketIO for those instant push notifications in the dashboard. No lag time at all alerts pop up in seconds flat.Yeah and on precision, it held steady—axed loads of wrong flags by locking onto the raw mood and real point of it all, ditching shallow word grabs.. CyberShield has rough edges still, but man it's pushing online spots to act alive quick, sharp, truly guarding folks. Shows contextual AI ramps up checks without the mess.
Keywords Keywords: spotting harassment, getting the context, BERT for classifying, real-time mod checks, Flask build, Twilio texts, SocketIO pings, catching sarcasm, multi-lang bully detection, sentiment check.
Field Computer > Artificial Intelligence / Simulation / Virtual Reality
Published In Volume 8, Issue 1, January-February 2026
Published On 2026-02-27
View / Download PDF File

Share this



E-ISSN 2582-2160
CrossRef

CrossRef DOI is assigned to each research paper published in our journal.

IJFMR DOI prefix is
10.36948/ijfmr

Downloads
Research Paper Format Copyright Permission Form and Undertaking Form Cover Page Vol 8 Isu 2Cover Page Vol 8 Isu 1Cover Page Vol 7 Isu 6

All research papers published on this website are licensed under Creative Commons Attribution-ShareAlike 4.0 International License, and all rights belong to their respective authors/researchers.

CC-BY-SA Open Access

About IJFMR
Fees & Payment
Current Issue
Publication Archive 		Submit Research Paper
Track Submission Status
Publication Guidelines
Publication Ethics
Peer Review & Plagiarism 		Join as a Reviewer
Editors & Reviewers
Reviewer Referral Program
Get Reviewer Membership Certi. 		Website/Journal Policies
Usage Policy
Content Policies
Privacy Policy
Contact Us +91-9687-828-838 editor@ijfmr.com
Powered by Sky Research Publication and Journals