Bookmarks

• MTEB: Massive Text Embedding Benchmark

• Gecko: Versatile Text Embeddings Distilled from Large Language Models

• SONAR

• Don’t use cosine similarity carelessly

• Lossless Compression of Vector IDs for Approximate Nearest Neighbor Search

• The Best Way to Use Text Embeddings Portably is With Parquet and Polars

• NV-Embed: Improved Techniques for Training LLMs as Generalist Embedding Models

• Mapping LLM embeddings in three dimensions

• Harnessing the universal geometry of embeddings

• Vertex AI quickstart

• A visual exploration of vector embeddings