Haystack Blog

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

Retrieval

Advanced RAG: Query Decomposition & Reasoning
Retrieval
RAG
Advanced Use Cases
Tuana Celik
Tuana Çelik Developer Relations Lead

Advanced RAG: Query Decomposition & Reasoning

Decompose queries that are multiples in disguise and have an LLM reason about the final answer.

September 30, 2024
Improving Retrieval with Auto-Merging
Retrieval
RAG
David Batista
David Batista Senior NLP Engineer

Improving Retrieval with Auto-Merging

Learn about the Hierarchical Document Splitter and Auto-Merging to improve retrieved context

September 12, 2024
Advanced RAG: Query Expansion
Retrieval
RAG
Advanced Use Cases
Tuana Celik
Tuana Çelik Developer Relations Lead

Advanced RAG: Query Expansion

Expand keyword queries to improve recall and provide more context to RAG.

August 14, 2024
CPU-Optimized Embedding Models with fastRAG and Haystack
Integration
Embeddings
Retrieval
Peter Izsak
Peter Izsak Research Scientist and Team Lead at Intel Labs
Bilge Yucel
Bilge Yücel Developer Relations Engineer

CPU-Optimized Embedding Models with fastRAG and Haystack

Discover how to use optimized embedding models on CPUs to reduce latency, and improve throughput of retrieval and indexing

August 1, 2024
Mixedbread  🤝 deepset: Announcing our New German/English Embedding Model
Embeddings
Retrieval
Madeesh Kannan
Madeesh Kannan Lead NLP Engineer
Sebastian Husch Lee
Sebastian Husch Lee Solution Engineering Tech Lead

Mixedbread 🤝 deepset: Announcing our New German/English Embedding Model

Learn about the new open-source German/English embedding model by deepset and Mixedbread

July 18, 2024
Advanced Retrieval: Extract Metadata from Queries to Improve Retrieval
Retrieval
RAG
Advanced Use Cases
David Batista
David Batista Senior NLP Engineer
Bilge Yucel
Bilge Yücel Developer Relations Engineer

Advanced Retrieval: Extract Metadata from Queries to Improve Retrieval

Use LLMs to extract metadata from queries to use as filters that improve retrieval in RAG applications.

May 13, 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
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

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