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Stream/Area:
-
Subject:
-
Paper ID:
10.55041/IJSREM34001
Volume:
8 |
5 |
May 2024
Pages:
Publication Frequency:
Monthly (12 issues per year)
License:International Journal of Scientific Research in Engineering and Management follows the Creative Commons Attribution 4.0 (CC BY 4.0) License, allowing free use and distribution with proper attribution.
From ELIZA in the 1960s mimicking a psychotherapist to ChatGPT helping us to write code, chatbots have come a long way and are dominating the digital era. Chatbots, which come under Conversational AI make it possible for humans and machines to converse. They are developed significantly through the latest advances in AI, becoming more complex and intelligent but some downfalls exist. Many current solutions depend on cloud-based models which need internet connectivity. They also might collect and store the data leading to privacy breaches. This research paper focuses on these problems. This proposed methodology equips locally managed Large Language Models (LLMs) using tools like Ollama and bge-m3 model for embedding. Operating offline ensures that no data is collected and shared and it can also work in remote places with no internet connectivity. This integrates Retrieval- Augmented Generation (RAG) to generate context- aware, accurate answers and it also employs vector indexing search for visually related images and files to extract information.
KEYWORDS
Publication Date
12/31/45789
Peer Review Type
Double-Blind Peer Review
Review Rounds: 2
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Conflict of Interest
The authors declare no conflict of interest related to this research work.
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