LLMs Reproduce Human Purchase Intent via Semantic Similarity Elicitation of Likert Ratings
Papers
More efficient multi-vector embeddings with MUVERA | Weaviate
Weaviate `1.31` implements the MUVERA encoding algorithm for multi-vector embeddings. In this blog, we dive the algorithm in detail, including what MUVERA is, how it works, and whether it might make sense for you.
Vector Searchrecipes/weaviate-features/multi-vector/reason_moderncolbert_comparison.ipynb at main · weaviate/recipes
This repository shares end-to-end notebooks on how to use various Weaviate features and integrations! - weaviate/recipes
Reason ModernColBert
Vector Search Explained | Weaviate
Learn about vector search, a technique that uses mathematical representations of data to find similar items in large data sets.
HNSW
SmolAgents— Grocery Finder
A complete walkthrough for building a code-generating AI agent that recommends grocery items by querying SurrealDB's HNSW vector index.
Agentsrecipes/weaviate-features/multi-vector/multi-vector-colipali-rag.ipynb at main · weaviate/recipes
This repository shares end-to-end notebooks on how to use various Weaviate features and integrations! - weaviate/recipes
Multimodal RAG
Cohere Embed v4 - Getting started - PDF Search.ipynb - Colab
Colab notebook
Multi-vector embeddings (ColBERT, ColPali, etc.) | Weaviate
Learn how to use multi-vector embeddings in Weaviate.
Relevance Feedback in Informational Retrieval
Relerance feedback: from ancient history to LLMs Why relevance feedback techniques are good on paper but not popular in neural search and what we can do about it
RAG
Evaluating Chunking Strategies for Retrieval | Chroma Research
Do you know the answer to these three questions? You should... 1. What are vector embeddings and embedding models? 2. What’s the benefit of having a vector database for vector search? 3. What’s on the next horizon for AI applications? I just finished a 3-part webinar series… pic.twitter.com/nFOAPHQw2q— Victoria Slocum (@victorialslocum) March 5, 2025
Vector StoreMulti-vector embeddings (ColBERT, ColPali, etc.) | Weaviate
Learn how to use multi-vector embeddings in Weaviate.