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Title: :  Multi-Agent Retrieval Augmented Generation BOT for Attributed Question Answering
PaperId: :  28282
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 12 Issue 2 2026
DUI:    16.0415/IJARIIE-28282
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Bhagyashree DharashkarPriyadarshini College of Engineering
Om Pawar Priyadarshini College of Engineering
Chetan Rautiya Priyadarshini College of Engineering
Shrutika DongrePriyadarshini College of Engineering
Priti Yadav Priyadarshini College of Engineering
Sneha TembharePriyadarshini College of Engineering

Abstract

Artificial Intelligence
RAG, Multi Agent, Ilamma Index, ChromaDb
Multi-agent systems it provide a very effective way to build software that can handle difficult problems. Instead of relying on just one program to do everything, this architecture uses several independent agents that work together as a team to reach a single goal. Our project is a smart AI system called a “Multi-Agent RAG”. Think of it like a team of specialized AI workers instead of just one they work together to double-check facts, the answers they give are much more accurate, stay on topic, and are more dependable than what you would get from a standard AI. Our main goal is to make sure the AI gives answers you can actually trust. We focused on making the answers ”correct” by ensuring they fully cover what you asked and stay on topic. This system works like a team of editors. First, they go through all the information they found and remove the junk. The core of this system is a “hybrid” search strategy that uses two different methods at once. One method looks for specific keywords, while the other looks for the general meaning behind the words. This leads to answers that are more accurate and backed up 0bette evidence. Our work surely will outperform standard RAG baselines, achieving gains in correctness and faithfulness. Our project attempts to mitigate privacy issues by giving users control over whether they want their information processed locally (immediately) or remotely (via cloud). Furthermore, we are developing a unique solution that combines automated tasks with an intuitive conversational interface, capable of being used by anyone for daily activities

Citations

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IJARIIE Bhagyashree Dharashkar, Om Pawar , Chetan Rautiya , Shrutika Dongre, Priti Yadav , and Sneha Tembhare. "Multi-Agent Retrieval Augmented Generation BOT for Attributed Question Answering" International Journal Of Advance Research And Innovative Ideas In Education Volume 12 Issue 2 2026 Page 1208-1214
MLA Bhagyashree Dharashkar, Om Pawar , Chetan Rautiya , Shrutika Dongre, Priti Yadav , and Sneha Tembhare. "Multi-Agent Retrieval Augmented Generation BOT for Attributed Question Answering." International Journal Of Advance Research And Innovative Ideas In Education 12.2(2026) : 1208-1214.
APA Bhagyashree Dharashkar, Om Pawar , Chetan Rautiya , Shrutika Dongre, Priti Yadav , & Sneha Tembhare. (2026). Multi-Agent Retrieval Augmented Generation BOT for Attributed Question Answering. International Journal Of Advance Research And Innovative Ideas In Education, 12(2), 1208-1214.
Chicago Bhagyashree Dharashkar, Om Pawar , Chetan Rautiya , Shrutika Dongre, Priti Yadav , and Sneha Tembhare. "Multi-Agent Retrieval Augmented Generation BOT for Attributed Question Answering." International Journal Of Advance Research And Innovative Ideas In Education 12, no. 2 (2026) : 1208-1214.
Oxford Bhagyashree Dharashkar, Om Pawar , Chetan Rautiya , Shrutika Dongre, Priti Yadav , and Sneha Tembhare. 'Multi-Agent Retrieval Augmented Generation BOT for Attributed Question Answering', International Journal Of Advance Research And Innovative Ideas In Education, vol. 12, no. 2, 2026, p. 1208-1214. Available from IJARIIE, http://ijariie.com/AdminUploadPdf/Multi_Agent_Retrieval_Augmented_Generation_BOT_for_Attributed_Question_Answering_ijariie28282.pdf (Accessed : ).
Harvard Bhagyashree Dharashkar, Om Pawar , Chetan Rautiya , Shrutika Dongre, Priti Yadav , and Sneha Tembhare. (2026) 'Multi-Agent Retrieval Augmented Generation BOT for Attributed Question Answering', International Journal Of Advance Research And Innovative Ideas In Education, 12(2), pp. 1208-1214IJARIIE [Online]. Available at: http://ijariie.com/AdminUploadPdf/Multi_Agent_Retrieval_Augmented_Generation_BOT_for_Attributed_Question_Answering_ijariie28282.pdf (Accessed : )
IEEE Bhagyashree Dharashkar, Om Pawar , Chetan Rautiya , Shrutika Dongre, Priti Yadav , and Sneha Tembhare, "Multi-Agent Retrieval Augmented Generation BOT for Attributed Question Answering," International Journal Of Advance Research And Innovative Ideas In Education, vol. 12, no. 2, pp. 1208-1214, Mar-App 2026. [Online]. Available: http://ijariie.com/AdminUploadPdf/Multi_Agent_Retrieval_Augmented_Generation_BOT_for_Attributed_Question_Answering_ijariie28282.pdf [Accessed : ].
Turabian Bhagyashree Dharashkar, Om Pawar , Chetan Rautiya , Shrutika Dongre, Priti Yadav , and Sneha Tembhare. "Multi-Agent Retrieval Augmented Generation BOT for Attributed Question Answering." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 12 number 2 ().
Vancouver Bhagyashree Dharashkar, Om Pawar , Chetan Rautiya , Shrutika Dongre, Priti Yadav , and Sneha Tembhare. Multi-Agent Retrieval Augmented Generation BOT for Attributed Question Answering. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2026 [Cited : ]; 12(2) : 1208-1214. Available from: http://ijariie.com/AdminUploadPdf/Multi_Agent_Retrieval_Augmented_Generation_BOT_for_Attributed_Question_Answering_ijariie28282.pdf
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