MUMBAI, India, Sept. 14 -- Intellectual Property India has published a patent application (202641107324 A) filed by Hindustan Institute Of Technology And Science on September 07, 2026, for A Hybrid Nlp And Machine Learning Framework For Accurate Spam Detection In Youtube Comments.
Inventors include Swetha S; and Sheeja Sudheer.
The application for the patent was published on September 11, 2026, under issue no. 37/2026.
Abstract: The present invention provides a hybrid Natural Language Processing and Machine Learning framework for real-time detection of spam comments in YouTube and other social media platforms. The invention comprises: 1. A text preprocessing module for cleaning and normalizing comment data. 2. A hybrid TF-IDF feature extraction module utilizing both word-level and character-level features. 3. A SMOTETomek data balancing module for handling class imbalance. 4. A Calibrated Linear Support Vector Machine classification module. 5. A real-time prediction and content moderation module. The invention receives user-generated comments as input and performs preprocessing operations including lowercasing, URL removal, HTML tag removal, punctuation removal, stop-word elimination, and lemmatization.
Disclaimer: Curated by HT Syndication.
