List: LLMs, ChatGPT, RAG | Curated by Luca Zavarella

Nov 10, 2024
53 stories
LLMs, ChatGPT, RAG
In
TDS Archive
by
Rohit Patel
Understanding LLMs from Scratch Using Middle School MathIn this article, we talk about how LLMs work, from scratch — assuming only that you know how to add and multiply two numbers. The article…
Oct 19, 2024
84
Oct 19, 2024
84
In
Artificial Intelligence in Plain English
by
Andrew Best
New KILLER ChatGPT Prompt — The “Playoff Method”Super powerful prompt for ChatGPT — 01 Preview
Sep 27, 2024
97
Sep 27, 2024
97
In
SyncedReview
by
Synced
From 500 Tokens to One: The Breakthrough Power of Cambridge U’s 500xCompressorIn natural language processing (NLP) applications, long prompts pose significant challenges, including slower inference speed, higher…
Aug 9, 2024
Aug 9, 2024
In
Towards AI
by
Igor Novikov
RAG Architecture: Advanced RAGSince the writing of my last article, not much time has passed, but progress doesn’t stand still, and several important changes have…
Jul 22, 2024
1
Jul 22, 2024
1
In
DataDrivenInvestor
by
Andreas Stöckl
New Chunking Method for RAG-SystemsEnhanced Document Splitting
Jun 2, 2024
17
Jun 2, 2024
17
In
TDS Archive
by
Ian Ho
AutoHyDE: Making HyDE Better for Advanced LLM RAGIntroducing AutoHyDE, a framework for improving the effectiveness, coverage and adaptability of HyDE for Advanced LLM RAG Applications
Apr 4, 2024
6
Apr 4, 2024
6
In
TDS Archive
by
Leonie Monigatti
Advanced Retrieval-Augmented Generation: From Theory to LlamaIndex ImplementationHow to address limitations of naive RAG pipelines by implementing targeted advanced RAG techniques in Python
Feb 19, 2024
13
Feb 19, 2024
13
In
Level Up Coding
by
Ryan Nguyen
Live Indexing for RAG: A Guide For Real-Time Indexing Using LlamaIndex and AWSStep-by-Step Implementation: Building a Real-Time Indexing of Vector Database with LlamaIndex and AWS (and Pathway)
Jan 8, 2024
3
Jan 8, 2024
3
In
Towards AI
by
IVAN ILIN
Advanced RAG Techniques: an Illustrated OverviewA comprehensive study of the advanced retrieval augmented generation techniques and algorithms, systemising various approaches. The article…
Dec 17, 2023
38
Dec 17, 2023
38
In
TDS Archive
by
Valentina Alto
Getting Started with MultimodalityUnderstanding vision capabilities of Large Multimodal Models
Dec 27, 2023
3
Dec 27, 2023
3
Ozgur Guler
Why do RAG pipelines fail? Advanced RAG Patterns — Part1The failures in RAG pipelines can be attributed to a cascade of challenges spanning the retrieval of data, the augmentation of this…
Oct 16, 2023
1
Oct 16, 2023
1
In
TDS Archive
by
Rahul Nayak
The Research Agent: Addressing the Challenge of Answering Questions Based on a Large Text CorpusI made an Autonomous AI Research Agent that can answer difficult questions with deep multi-hop reasoning capabilities
Aug 29, 2023
16
Aug 29, 2023
16
Darren Oberst
How to Evaluate LLMs for RAG?Introducing New RAG Instruct LLM Benchmark Performance Test
Nov 5, 2023
4
Nov 5, 2023
4
In
Artificial Intelligence in Plain English
by
Anthony Alcaraz
Fueling the RAG Engine : The Data FlywheelBuilding a high-performing retrieval-augmented generation (RAG) system that continuously improves requires implementing an effective data…
Nov 3, 2023
1
Nov 3, 2023
1
Cobus Greyling
A New Prompt Engineering Technique Has Been Introduced Called Step-Back PromptingStep-Back Prompting is a prompting technique enabling LLMs to perform abstractions, derive high-level concepts & first principles from…
Oct 12, 2023
11
Oct 12, 2023
11
In
Microsoft Azure
by
Valentina Alto
Introducing AutoGenEnabling LLM-powered agents to cooperate
Oct 22, 2023
6
Oct 22, 2023
6
In
Towards Generative AI
by
Shivam Solanki
Improving RAG (Retrieval Augmented Generation) Answer Quality with Re-rankerImplementing the Re-ranker algorithm in the RAG pipeline
Aug 4, 2023
2
Aug 4, 2023
2
In
TDS Archive
by
Donato Riccio
A Gentle Introduction to Open Source Large Language ModelsWhy everyone is talking about Llamas, Alpacas, Falcons and other animals
Aug 11, 2023
10
Aug 11, 2023
10
In
TDS Archive
by
Pierre-Louis Bescond
Querying a Corpus of Documents in GPT Mode with Azure “Prompt Flow”How to automatically vectorize content and create LangChain-like mechanisms to efficiently query a corpus of documents
Jul 21, 2023
Jul 21, 2023
Ignacio de Gregorio
Microsoft Just Showed us the Future of ChatGPT with LongNetLet’s talk about Billions
Jul 20, 2023
32
Jul 20, 2023
32