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In this 31-minute conference talk from Data Science Conference Europe 2024, explore how Nikola Milosevic presents VerifAI, an open-source biomedical question-answering system designed to verify answers and detect hallucinations in AI-generated responses. Learn about the critical need for factual verification in life sciences where inaccurate information cannot be tolerated. Discover the system's implementation of advanced Retrieval-Augmented Generation (RAG) that combines both lexical and semantic search techniques with LoRA fine-tuning to ensure response accuracy. Understand how quantization techniques improve system performance by reducing latency and hardware requirements. Access the complete open-source project including code, models, and datasets that contribute to advancing open science in the biomedical field. This presentation was delivered on November 22nd at DSC EUROPE 24 in Belgrade.
Syllabus
VerifAI: Biomedical QA with Verifiable Answers | Nikola Milosevic | DSC EUROPE 24
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Data Science Conference