Hybrid Language Processing for Real-Time Sentiment and Contextual Analysis in Social Media Platforms.

Chetan Gopal Patil; Neekha Susan Sabu; Pruthviraj Kishor Chavan

Hybrid Language Processing for Real-Time Sentiment and Contextual Analysis in Social Media Platforms.

March 2025

Vol-11, Issue-2

Paper ID: 26023

ISSN: 2395-4396

Downloads: 0

Abstract & Details

Research Area

Data Science

Keywords

Hybrid Language Processing Sentiment Analysis Contextual Analysis Natural Language Processing (NLP) Real-Time Data Processing Social Media Analytics Machine Learning Rule-Based Systems Transformer Models (BERT GPT etc.) Text Mining Sarcasm Detection Opinion Mining Emotion Detection

Abstract

Social media platforms generate vast amounts of unstructured data in real-time, which includes diverse expressions, slang, and informal language. Traditional Natural Language Processing (NLP) models face challenges in accurately interpreting such content. This research focuses on developing a hybrid language processing system combining rule-based methods, machine learning, and deep learning techniques for real-time sentiment and contextual analysis. The proposed system aims to achieve high accuracy by integrating the precision of rule-based systems, the adaptability of machine learning, and the contextual depth of deep learning models like BERT. It also addresses challenges such as sarcasm, idiomatic expressions, and regional slang, ensuring contextual understanding while retaining scalability for real-time data processing. The research demonstrates its applicability in areas like brand monitoring, crisis detection, and customer feedback analysis, showcasing the system's versatility across industries. Future directions include expanding capabilities to support multimodal analysis and multiple languages, ensuring ethical practices, and improving computational efficiency for global applicability

License

This work is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author Information

#	Name	Institute / Affiliation
1	Chetan Gopal Patil	Dr. D. Y. Patil College Of Arts, Commerce and Sciences.
2	Neekha Susan Sabu	Dr. D. Y. Patil College Of Arts, Commerce and Sciences.
3	Pruthviraj Kishor Chavan	Dr. D. Y. Patil College Of Arts, Commerce and Sciences.

How to Cite

Use the following formats to cite this article in your research.

APA Style

Patil, Chetan Gopal, Sabu, Neekha Susan, & Chavan, Pruthviraj Kishor (2025). Hybrid Language Processing for Real-Time Sentiment and Contextual Analysis in Social Media Platforms.. International Journal of Advance Research and Innovative Ideas In Education, 11(2), 846-851.

MLA Style

Patil, Chetan Gopal, et al. "Hybrid Language Processing for Real-Time Sentiment and Contextual Analysis in Social Media Platforms.." International Journal of Advance Research and Innovative Ideas In Education, vol. 11, no. 2, 2025, pp. 846-851.

IEEE Style

Chetan Gopal Patil, Neekha Susan Sabu, and Pruthviraj Kishor Chavan, "Hybrid Language Processing for Real-Time Sentiment and Contextual Analysis in Social Media Platforms.," International Journal of Advance Research and Innovative Ideas In Education, vol. 11, no. 2, pp. 846-851, 2025.

Vancouver Style

Patil Chetan Gopal, Sabu Neekha Susan, Chavan Pruthviraj Kishor. Hybrid Language Processing for Real-Time Sentiment and Contextual Analysis in Social Media Platforms.. International Journal of Advance Research and Innovative Ideas In Education. 2025;11(2):846-851.

Harvard Style

Patil, Chetan Gopal, Sabu, Neekha Susan, & Chavan, Pruthviraj Kishor (2025) 'Hybrid Language Processing for Real-Time Sentiment and Contextual Analysis in Social Media Platforms.', International Journal of Advance Research and Innovative Ideas In Education, 11(2), pp. 846-851.

Chicago Style

Patil, Chetan Gopal, Neekha Susan Sabu, and Pruthviraj Kishor Chavan. "Hybrid Language Processing for Real-Time Sentiment and Contextual Analysis in Social Media Platforms.." International Journal of Advance Research and Innovative Ideas In Education 11, no. 2 (2025): 846-851.

Turabian Style

Patil, Chetan Gopal, Neekha Susan Sabu, and Pruthviraj Kishor Chavan. "Hybrid Language Processing for Real-Time Sentiment and Contextual Analysis in Social Media Platforms.." International Journal of Advance Research and Innovative Ideas In Education 11, no. 2 (2025): 846-851.