International Research Journal of Engineering and Technology (IRJET)
e-ISSN: 2395-0056
Volume: 12 Issue: 03 | Mar 2025
p-ISSN: 2395-0072
www.irjet.net
FemNet- Leveraging RAG for Women Empowerment Sakshi Tambe1, Nikita Rane2, Mugdha Pawar3, Janhavi Pingat4, Prof. Savita Lade5 1,2,3,4 Student, Department of Computer Engineering, MCT’s Rajiv Gandhi Institute of Technology,
Mumbai, Maharashtra, India
5Assistant Professor, Department of Computer Engineering, MCT’s Rajiv Gandhi Institute of Technology,
Mumbai, Maharashtra, India ---------------------------------------------------------------------***---------------------------------------------------------------------
Abstract - FemNet is an AI-powered chatbot designed to empower women by providing reliable information on key domains such as education, health, legal rights, and career development. It utilizes Retrieval-Augmented Generation (RAG), which combines information retrieval and generative models to ensure accurate and contextually relevant responses. The chatbot features a simple text-based interface for seamless interaction, integrating a search algorithm that retrieves information from a curated dataset consisting of articles, FAQs, and guides focused on women’s issues. The retrieved data is then processed by a pre-trained language model to generate clear and comprehensive responses. The project highlights FemNet’s ability to address queries related to women’s health, security, and legal rights, demonstrating AI-driven social empowerment. The backend efficiently manages user inputs and data retrieval, ensuring timely response generation, while the application interface facilitates smooth user interaction. Key performance metrics, including response accuracy and relevance, are used to evaluate the chatbot’s effectiveness. FemNet exemplifies AI’s role in tackling real-world challenges by enhancing access to crucial information for women. This initiative lays an explorable groundwork for future AIdriven tools aimed at promoting gender equality and supporting women's empowerment
accurate, and accessible responses tailored specifically to women’s needs. With rapid advancements in Artificial Intelligence (AI), Natural Language Processing (NLP), and RetrievalAugmented Generation (RAG), intelligent systems can now process complex queries and provide real-time, personalized, and data-driven insights. FemNet leverages vector-based semantic search and Large Language Models (LLMs) to deliver contextually relevant, fact-based responses. Unlike traditional methods, which rely solely on keyword-based search algorithms, FemNet ensures that user queries are understood in-depth, retrieving the most pertinent information from its extensive knowledge base of curated articles, FAQs, and essential topic based PDFs. This approach enhances the precision, clarity, and usability of the information provided, empowering women to make informed decisions confidently. Beyond being an AI-driven chatbot, FemNet serves as a community-driven platform that integrates expert-backed insights. By incorporating knowledge from healthcare, law, psychology, and career development, FemNet ensures that its responses reflect both academic expertise and day to day life experiences. This hybrid approach makes the system more dynamic, adaptable, and user-centric.
Key Words: Women Empowerment, AI Chatbot, Retrieval-Augmented Generation, Legal Rights, Healthcare Assistance, Career Development, Information Retrieval, Social Impact
Another critical aspect of FemNet is its commitment to ethical AI. Given the sensitivity of topics such as women’s health, personal safety, and legal matters, measures have been taken to mitigate algorithmic bias, ensuring that the responses generated are objective, inclusive, and factually accurate. The impact of FemNet extends beyond individual empowerment, contributing to broader societal goals of gender equality and digital inclusivity. By democratizing access to trusted, AI-enhanced knowledge, the platform supports women’s rights advocacy, social awareness, and informed decision-making. Future developments aim to integrate real-time expert consultations, voice-based AI assistants, and expanded multilingual support, further strengthening FemNet’s role as a comprehensive digital companion for women.
1.INTRODUCTION Women worldwide continue to face significant challenges in accessing reliable and well-structured information on crucial topics such as healthcare, safety, legal rights, and professional growth. While vast amounts of data are available online, the lack of centralized, contextually relevant, and easily understandable resources poses a significant barrier. Traditional search engines often return scattered, unverified, or complex information, making it difficult for users to extract actionable insights. Additionally, marginalized communities and individuals with limited digital literacy struggle to navigate these platforms, further exacerbating the information gap. FemNet seeks to bridge this divide by offering an AIpowered knowledge assistant that delivers structured,
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Impact Factor value: 8.315
Through its unique blend of cutting-edge AI, expert insights, and community-driven knowledge-sharing, FemNet aspires to redefine how women access,
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