Call for Papers:Vol.11 Issue.4

Submission
Last date		 28-Aug-2025
Acceptance Status In One Day
Paper Publish In Two Days
Submit ManuScript

News & Updates

Submit Article

Dear Authors, Article publish in our journal for Volume-11,Issue-4. For article submission on below link: Submit Manuscript


Join As Board

Dear Reviewer, You can join our Reviewer team without given any charges in our journal. Submit Details on below link: Join As Board


Paper Publication Charges

IJARIIE APP
Download Android App

For Authors

Archives

IJARIIE Board

Downloads

Android App

Download IJARIIE APP

Authors

Title: :  DOCQUERY BOT: OFFLINE DOCUMENT INTELLIGENCE VIA RAG WITH LOCAL LLMS
PaperId: :  26121
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 11 Issue 2 2025
DUI:    16.0415/IJARIIE-26121
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Shaik MansoorVasireddy Venkatadri Institute of Technology (VVIT)
Shaik MuhammadMuzeerVasireddy Venkatadri Institute of Technology (VVIT)
Medha Yesu BabuVasireddy Venkatadri Institute of Technology (VVIT)
Tokka KalyanVasireddy Venkatadri Institute of Technology (VVIT)
Shaik MastanbiVasireddy Venkatadri Institute of Technology (VVIT)

Abstract

Artificial Intelligence, Natural Language Processing (NLP), Information Retrieval, Local Large Language Models (LLMs), Document Intelligence
RAG, LLM, GPT-4, LangChain, Streamlit, FAISS, Local Chatbot, PDF Query System, Vector Similarity, Privacy-Preserving AI
Retrieval-Augmented Generation (RAG) systems combine the best of both retrieval-based and generative methods in natural language processing. This paper presents “DocQuery Bot,” a lightweight, privacy-focused RAG-based chatbot that operates entirely on local resources. Unlike cloud-dependent systems, our implementation ensures data privacy and offline functionality, using LangChain, OpenAI’s GPT-4, Streamlit, and FAISS for vector storage and similarity search. The chatbot is designed to provide domain-specific responses by retrieving chunks of information from user-uploaded PDF documents. The interface, powered by Streamlit, offers an intuitive chat experience for users, while the backend ensures quick and accurate retrieval with real-time response generation. This system is ideal for academic, legal, and private environments where cloud interaction is restricted or undesired. This paper outlines the design, architecture, implementation, evaluation metrics, and future enhancements for localized AI chatbot systems

Citations

Copy and paste a formatted citation or use one of the links to import into a bibliography manager and reference.

IJARIIE Shaik Mansoor, Shaik MuhammadMuzeer, Medha Yesu Babu, Tokka Kalyan, and Shaik Mastanbi. "DOCQUERY BOT: OFFLINE DOCUMENT INTELLIGENCE VIA RAG WITH LOCAL LLMS" International Journal Of Advance Research And Innovative Ideas In Education Volume 11 Issue 2 2025 Page 1379-1382
MLA Shaik Mansoor, Shaik MuhammadMuzeer, Medha Yesu Babu, Tokka Kalyan, and Shaik Mastanbi. "DOCQUERY BOT: OFFLINE DOCUMENT INTELLIGENCE VIA RAG WITH LOCAL LLMS." International Journal Of Advance Research And Innovative Ideas In Education 11.2(2025) : 1379-1382.
APA Shaik Mansoor, Shaik MuhammadMuzeer, Medha Yesu Babu, Tokka Kalyan, & Shaik Mastanbi. (2025). DOCQUERY BOT: OFFLINE DOCUMENT INTELLIGENCE VIA RAG WITH LOCAL LLMS. International Journal Of Advance Research And Innovative Ideas In Education, 11(2), 1379-1382.
Chicago Shaik Mansoor, Shaik MuhammadMuzeer, Medha Yesu Babu, Tokka Kalyan, and Shaik Mastanbi. "DOCQUERY BOT: OFFLINE DOCUMENT INTELLIGENCE VIA RAG WITH LOCAL LLMS." International Journal Of Advance Research And Innovative Ideas In Education 11, no. 2 (2025) : 1379-1382.
Oxford Shaik Mansoor, Shaik MuhammadMuzeer, Medha Yesu Babu, Tokka Kalyan, and Shaik Mastanbi. 'DOCQUERY BOT: OFFLINE DOCUMENT INTELLIGENCE VIA RAG WITH LOCAL LLMS', International Journal Of Advance Research And Innovative Ideas In Education, vol. 11, no. 2, 2025, p. 1379-1382. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/DOCQUERY_BOT__OFFLINE_DOCUMENT_INTELLIGENCE_VIA_RAG_WITH_LOCAL_LLMS_ijariie26121.pdf (Accessed : ).
Harvard Shaik Mansoor, Shaik MuhammadMuzeer, Medha Yesu Babu, Tokka Kalyan, and Shaik Mastanbi. (2025) 'DOCQUERY BOT: OFFLINE DOCUMENT INTELLIGENCE VIA RAG WITH LOCAL LLMS', International Journal Of Advance Research And Innovative Ideas In Education, 11(2), pp. 1379-1382IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/DOCQUERY_BOT__OFFLINE_DOCUMENT_INTELLIGENCE_VIA_RAG_WITH_LOCAL_LLMS_ijariie26121.pdf (Accessed : )
IEEE Shaik Mansoor, Shaik MuhammadMuzeer, Medha Yesu Babu, Tokka Kalyan, and Shaik Mastanbi, "DOCQUERY BOT: OFFLINE DOCUMENT INTELLIGENCE VIA RAG WITH LOCAL LLMS," International Journal Of Advance Research And Innovative Ideas In Education, vol. 11, no. 2, pp. 1379-1382, Mar-App 2025. [Online]. Available: https://ijariie.com/AdminUploadPdf/DOCQUERY_BOT__OFFLINE_DOCUMENT_INTELLIGENCE_VIA_RAG_WITH_LOCAL_LLMS_ijariie26121.pdf [Accessed : ].
Turabian Shaik Mansoor, Shaik MuhammadMuzeer, Medha Yesu Babu, Tokka Kalyan, and Shaik Mastanbi. "DOCQUERY BOT: OFFLINE DOCUMENT INTELLIGENCE VIA RAG WITH LOCAL LLMS." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 11 number 2 ().
Vancouver Shaik Mansoor, Shaik MuhammadMuzeer, Medha Yesu Babu, Tokka Kalyan, and Shaik Mastanbi. DOCQUERY BOT: OFFLINE DOCUMENT INTELLIGENCE VIA RAG WITH LOCAL LLMS. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2025 [Cited : ]; 11(2) : 1379-1382. Available from: https://ijariie.com/AdminUploadPdf/DOCQUERY_BOT__OFFLINE_DOCUMENT_INTELLIGENCE_VIA_RAG_WITH_LOCAL_LLMS_ijariie26121.pdf
BibTex EndNote RefMan RefWorks

Number Of Downloads



Save in Google Drive

Similar-Paper

TitleArea of ResearchAuther NameAction
Implementation of Solar Based Irrigation Systems for Optimizing Agricultural EfficiencyElectronic and Telecommunication EngineeringPrajwal Aniruddha Deshpande Download
A CLOUD BAESD TRAFFIC MANAGEMENT SYSTEMELECTRONICS & TELECOMMUNICATION ENGINEERINGRUSHIKESH SAWANT Download
Performance Evaluation of a Robotic Child Rescue System for Borewell ApplicationsElectronics and telecommunication engineeringRohan Tathe Download
IoT Based Bank Security SystemE&TC EngineeringAjay Mishra Download
A Secure and Efficient Voice-Controlled Home Automation System Using ESP32 and Web APIsElectronics and telecommunication EngineeringPrathmesh Mane Download
A smart vehicle for farming taskElectronics and TelecommunicationChaitali Panduramg Kankate Download
SOLAR WIRELESS ELECTRIC VEHICLE USING CHARGING SYSTEMElectronic and communication Hima J Download
Literature Review on Fibre Bragg Grating Sensors: Principles, Fabrication Techniques, Applications, and Future ProspectsElectronics and Communication Engineering Yashaswini D Download
Literature Survey on Smart Optical Fiber based Respiratory Monitoring systemElectronics and communication engineering Sai Priyanka A M Download
An loT Based Novel Approach to Health Emergency Management Through Real-Time Data Acquisition and AnalysisHealth sectorDr Siddesh G K Download
DESIGN AND DEVELOPMENT OF RIVER SURFACE CLEANING ROBOT USING IOTElectronics and communication engineeringBALAJI B R Download
A Solar Powered Wireless Power Transfer for Electric Vehicle (EV) ChargingElectronics and Communication EngineeringDr. Siddesh G K Download
AI-XRAY: AUTOMATED LUNG CANCER AND PNEUMONIA DETECTIONElectronics and communication engineeringYASHASWINI H M Download
Predictive Health Monitoring for Proactive Public Safety and ManagementElectronics and Communication EngineeringROOPA G D Download
IMPROVING BRAIN CANCER DETECTION THROUGH AI DRIVEN OBJECT RECOGNAISATIONElectronic and communication Parvathi CM Download
12