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Offline Document Based Form Filling and QnA(GenAI)

Offline Document Based Form Filling and QnA(GenAI)

New way to learn using Gen-AI and AI-based information retrieval model (RAG) to personalize your education and learning experience in complete offline mode with no big tech stealing your personal info

Created on 25th August 2024

Offline Document Based Form Filling and QnA(GenAI)

Offline Document Based Form Filling and QnA(GenAI)

New way to learn using Gen-AI and AI-based information retrieval model (RAG) to personalize your education and learning experience in complete offline mode with no big tech stealing your personal info

The problem Offline Document Based Form Filling and QnA(GenAI) solves

The application model is catered towards learners of all ages from simple kids to experienced researchers. This will also help the scientist to reduce their time on debugging and analysing multiple research articles to a singles day's chore. Also this will help anyone in need to quick searching through a document using human based languages and searches.

Challenges we ran into

In prompt engineering to remove unwanted characters and query transformation and formatting. The conversion to a portable exe for general use case, and integration of a chromium based extension for masses to utilize the benifits of automation locally and safely.

Tracks Applied (2)

AI-ML

We 've developed an automated ai-based form-filling system using Llama3-instruct and nomic-embed model that will take an...Read More

RISE Foundation IISER

Gian Track

The model uses nomic-embed, ColBERT and 2 other embedding models to optimize its search results. It uses Information Ret...Read More

Gian

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