Haystack Blog

Articles about Haystack, NLP, LLMs and open source tools.

Generative AI

Level up Your RAG Application with Speaker Diarization
RAG
Generative AI
Multimodality
Misra Turp
Mısra Turp Developer Educator @AssemblyAI
Bilge Yucel
Bilge Yücel Developer Relations Engineer

Level up Your RAG Application with Speaker Diarization

Leverage speaker labels with AssemblyAI and Haystack

March 21, 2024
Optimizing Retrieval with HyDE
Generative AI
Retrieval
David Batista
David Batista Senior NLP Engineer

Optimizing Retrieval with HyDE

See how you can easily incorporate HyDE into Haystack RAG pipelines to optimize retrieval

February 28, 2024
PDF-Based Question Answering with Amazon Bedrock and Haystack
Generative AI
LLM
Haystack 2.0
Integration
Question Answering
Bilge Yucel
Bilge Yücel Developer Relations Engineer

PDF-Based Question Answering with Amazon Bedrock and Haystack

Create a generative QA application tailored for PDF files using Amazon Bedrock

January 17, 2024
Multilingual Generative Question Answering with Haystack and Cohere
Generative AI
Text Embeddings
Retrieval
Bilge Yucel
Bilge Yücel Developer Relations Engineer

Multilingual Generative Question Answering with Haystack and Cohere

Build a RAG pipeline for multilingual hotel reviews using Cohere models and Haystack

November 8, 2023
Deploying RAG to Production
Deployment
Generative AI
MLOps
Retrieval
Isabelle Nguyen
Isabelle Nguyen Technical Content Writer
Kristof Herrmann
Kristof Herrmann Software Engineer

Deploying RAG to Production

How to go from a working prototype to a retrieval augmented generative AI system in production: an overview for data scientists

September 13, 2023
Talk to YouTube Videos with Haystack Pipelines
LLM
Generative AI
Retrieval
RAG
Tuana Celik
Tuana Çelik Developer Relations Lead

Talk to YouTube Videos with Haystack Pipelines

Use Whisper to provide YouTube videos as context for retrieval augmented generation

September 8, 2023
Talk to Haystack Docs: Creating a Domain-Focused Q&A RAG Pipeline with WebRetriever
LLM
NLP
Generative AI
Retrieval
Vladimir Blagojevic
Vladimir Blagojevic Senior Software Engineer

Talk to Haystack Docs: Creating a Domain-Focused Q&A RAG Pipeline with WebRetriever

How to create a domain-focused Question and Answering (Q&A) system using Haystack's WebRetriever and RAG pipeline

September 4, 2023
Generative Documentation Q&A with Weaviate and Haystack
LLM
Generative AI
Retrieval
Prompting
RAG
Tuana Celik
Tuana Çelik Developer Relations Lead

Generative Documentation Q&A with Weaviate and Haystack

A guide to building a retrieval augmented generative pipeline for referenced documentation search.

September 2, 2023
Enhancing RAG Pipelines in Haystack: Introducing DiversityRanker and LostInTheMiddleRanker
LLM
NLP
Generative AI
Retrieval
Vladimir Blagojevic
Vladimir Blagojevic Senior Software Engineer

Enhancing RAG Pipelines in Haystack: Introducing DiversityRanker and LostInTheMiddleRanker

How the latest rankers optimize LLM context window utilization in Retrieval-Augmented Generation (RAG) pipelines

August 29, 2023
Generative vs. Extractive Language Models
LLM
NLP
Generative AI
Question Answering
Bilge Yucel
Bilge Yücel Developer Relations Engineer

Generative vs. Extractive Language Models

Which one is right for your use case?

May 22, 2023

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