• PRAMOD PATTANAGERE SHIVALINGAIAH
• SOUMYA PATIL
• MRINAL MAYANK
• ANIMESH KUMAR GOSWAMI
• ANKIT MISHRA

The project, "NLP-Powered Hate Speech Detection and Response," confronts the pervasive issue of online hate speech through the application of cutting-edge Natural Language Processing (NLP) techniques. In response to the escalating challenges of toxicity on digital platforms, our solution employs advanced algorithms to identify and categorize hate speech in real-time, facilitating rapid and precise response mechanisms. This report comprehensively explores the development, implementation, and evaluation of our NLP model. Beyond mere technological innovation, the study delves into the complexities of hate speech detection models, considering linguistic evolution, cultural nuances, and ethical considerations. The investigation scrutinizes the scalability and adaptability of the NLP model across diverse online spaces, accounting for variations in content and user interactions. It assesses potential biases inherent in hate speech detection algorithms, proposing strategies for mitigation to ensure fairness and impartiality. Moreover, the project contemplates user feedback and system performance metrics to gauge the practical effectiveness of the implemented solution. As a synthesis of technological innovation and ethical considerations, this project aims to contribute meaningfully to the ongoing discourse on combating online toxicity. By promoting responsible online communication through user education initiatives and refining automated content moderation tools, we aspire to create a robust framework for fostering a safer, more inclusive digital environment.

NLP, Data Science, Machine Learning, Artificial Intelligence, Text Classification, Sentiment Analysis,Offensive Language Detection, Cyberbullying Detection, Social Media Monitoring, Data Annotation, Feature Engineering, Model Training, Text Preprocessing, Deep Learning, Hate Speech Corpus

"NLP-POWERED HATE SPEECH DETECTION AND RESPONSE", International Journal of Emerging Technologies and Innovative Research (www.jetir.org), ISSN:2349-5162, Vol.11, Issue 5, page no.f850-f855, May-2024, Available :http://www.jetir.org/papers/JETIR2405593.pdf

"NLP-POWERED HATE SPEECH DETECTION AND RESPONSE", International Journal of Emerging Technologies and Innovative Research (www.jetir.org | UGC and issn Approved), ISSN:2349-5162, Vol.11, Issue 5, page no. ppf850-f855, May-2024, Available at : http://www.jetir.org/papers/JETIR2405593.pdf