Haystack Blog
Articles about Haystack, NLP, LLMs and open source tools.
Retrieval
![Advanced RAG: Query Decomposition & Reasoning](https://haystack-home-a1e7cu37p-deepset-ai.vercel.app/blog/query-decomposition/thumbnail.png)
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](https://haystack-home-a1e7cu37p-deepset-ai.vercel.app/blog/improve-retrieval-with-auto-merging/thumbnail.png)
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](https://haystack-home-a1e7cu37p-deepset-ai.vercel.app/blog/query-expansion/thumbnail.png)
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](https://haystack-home-a1e7cu37p-deepset-ai.vercel.app/blog/cpu-optimized-models-with-fastrag/thumbnail.png)
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](https://haystack-home-a1e7cu37p-deepset-ai.vercel.app/blog/announcing-our-new-german-embedding-model/thumbnail.png)
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](https://haystack-home-a1e7cu37p-deepset-ai.vercel.app/blog/extracting-metadata-filter/thumbnail.png)
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](https://haystack-home-a1e7cu37p-deepset-ai.vercel.app/blog/optimizing-retrieval-with-hyde/thumbnail.png)
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](https://haystack-home-a1e7cu37p-deepset-ai.vercel.app/blog/multilingual-qa-with-cohere/thumbnail.png)
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](https://haystack-home-a1e7cu37p-deepset-ai.vercel.app/blog/rag-deployment/thumbnail.jpg)
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](https://haystack-home-a1e7cu37p-deepset-ai.vercel.app/blog/talk-to-youtube-videos-with-haystack-pipelines/thumbnail.png)
Talk to YouTube Videos with Haystack Pipelines
Use Whisper to provide YouTube videos as context for retrieval augmented generation
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