List: advanced-rag | Curated by Ahmed Besbes | Medium

Dec 1, 2024

7 stories

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advanced-rag

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Michael Wood

The Insanity of Relying on Vector Embeddings: Why RAG Fails

In RAG, the goal is to locate the stored information that has the highest percentage of sameness to the provided query. Vector similarity…

Nov 21, 2024

The Insanity of Relying on Vector Embeddings: Why RAG Fails

Nov 21, 2024

Florian June

An Innovative RAG Idea for Multi-hop Question Answering

In open-domain question answering, multi-hop question answering is complex and challenging. It requires the system to integrate information…

Sep 6, 2024

An Innovative RAG Idea for Multi-hop Question Answering

Sep 6, 2024

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TDS Archive

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Thuwarakesh Murallie

5 Proven Query Translation Techniques To Boost Your RAG Performance

How to get near-perfect LLM performance even with ambiguous user inputs

Aug 8, 2024

Query translation techniques like multi-query, RAG-fusion, decomposition, step-back prompting, and HyDE greatly improves the performance of RAG based LLM apps.

Aug 8, 2024

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TDS Archive

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Dominik Polzer

17 (Advanced) RAG Techniques to Turn Your LLM App Prototype into a Production-Ready Solution

A collection of RAG techniques to help you develop your RAG app into something robust that will last

Jun 26, 2024

17 (Advanced) RAG Techniques to Turn Your LLM App Prototype into a Production-Ready Solution

Jun 26, 2024

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The AI Forum

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Plaban Nayak

RAG on Complex PDF using LlamaParse, Langchain and Groq

Retrieval-Augmented Generation (RAG) is a new approach that leverages Large Language Models (LLMs) to automate knowledge search, synthesis…

Apr 7, 2024

RAG on Complex PDF using LlamaParse, Langchain and Groq

Apr 7, 2024

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TDS Archive

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Youness Mansar

Clone the Abilities of Powerful LLMs into Small Local Models Using Knowledge Distillation

Boost the performance of local LLMs using supervision from larger ones

Apr 2, 2024

Clone the Abilities of Powerful LLMs into Small Local Models Using Knowledge Distillation

Apr 2, 2024

khalid bouziane

Harnessing RAG for Text, Tables, and Images: A Comprehensive Guide

In the realm of information retrieval, Retrieval Augmented Generation (RAG) has emerged as a powerful tool for extracting knowledge from…

Nov 28, 2023

Harnessing RAG for Text, Tables, and Images: A Comprehensive Guide

Nov 28, 2023

Ahmed Besbes

Ahmed Besbes

Medium Top Writer (+2M views) | I write about python and productionizing ML code into scalable apps. Exclusive content here: https://thetechbuffet.substack.com/

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