Haystack Blog
Articles about Haystack, NLP, LLMs and open source tools.
RAG
![Benchmarking Haystack Pipelines for Optimal Performance](https://haystack.deepset.ai/blog/benchmarking-haystack-pipelines/thumbnail.png)
Benchmarking Haystack Pipelines for Optimal Performance
Step-by-step instructions to evaluate and optimize your RAG pipeline's performance
June 24, 2024![Advanced Retrieval: Extract Metadata from Queries to Improve Retrieval](https://haystack.deepset.ai/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![Level up Your RAG Application with Speaker Diarization](https://haystack.deepset.ai/blog/level-up-rag-with-speaker-diarization/thumbnail.png)
Level up Your RAG Application with Speaker Diarization
Leverage speaker labels with AssemblyAI and Haystack
March 21, 2024![Building a Healthcare Chatbot with Mixtral 8x7b, Haystack, and PubMed](https://haystack.deepset.ai/blog/mixtral-8x7b-healthcare-chatbot/thumbnail.png)
Building a Healthcare Chatbot with Mixtral 8x7b, Haystack, and PubMed
Learn how to create a custom medical chatbot using PubMed and Mixtral 8x7B for keyword and answer generation
January 2, 2024![Gemini Models with Google Vertex AI Integration for Haystack](https://haystack.deepset.ai/blog/gemini-models-with-google-vertex-for-haystack/thumbnail.jpg)
Gemini Models with Google Vertex AI Integration for Haystack
Multi-Modal components and function calling with the new Gemini integrations for Haystack
December 18, 2023![Using Generative AI to Query Large BI Tables: Our Findings](https://haystack.deepset.ai/blog/business-intelligence-sql-queries-llm/thumbnail.jpg)
Using Generative AI to Query Large BI Tables: Our Findings
We evaluated different LLM-based approaches to text-to-SQL
November 29, 2023![RAG Pipelines From Scratch](https://haystack.deepset.ai/blog/rag-pipelines-from-scratch/thumbnail.png)
RAG Pipelines From Scratch
Let's build a simple RAG Pipeline with Haystack 2.0 by just connecting three components: a Retriever, a PromptBuilder and a Generator.
November 21, 2023![Customizing RAG Pipelines to Summarize Latest Hacker News Posts with Haystack 2.0 Preview](https://haystack.deepset.ai/blog/customizing-rag-to-summarize-hacker-news-posts-with-haystack2/thumbnail.png)
Customizing RAG Pipelines to Summarize Latest Hacker News Posts with Haystack 2.0 Preview
Take a look at how we are changing Haystack for advanced LLM pipelines, with an example that uses a custom component to fetch the latest Hacker News posts
September 22, 2023![Talk to YouTube Videos with Haystack Pipelines](https://haystack.deepset.ai/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
September 8, 2023![Generative Documentation Q&A with Weaviate and Haystack](https://haystack.deepset.ai/blog/generative-documentation-qa-with-weaviate-and-haystack/thumbnail.png)
Generative Documentation Q&A with Weaviate and Haystack
A guide to building a retrieval augmented generative pipeline for referenced documentation search.
September 2, 2023No articles found
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