Ollama vs MLX Inference Speed on Mac Mini M4 Pro 64GB

MLX runs faster on first inference, but thanks to model caching or other optimizations by Ollama, second and next inference runs faster on Ollama. 

 

Advanced Structured Data Processing in Sparrow

I added instruction and validation functionality into Sparrow. This allows to process business logic with document data directly through Sparrow query. For example, it allows to check if given fields are present in the document.

 

Financial Table Structure Analysis with Computer Vision

Explaining new functionality I'm implementing in Sparrow to pre-process tables with grid structure. This greatly improves table data extraction by Vision LLMs. 

 

How to Extract Financial Statement Data with Sparrow & Vision LLM

Extract financial statement data with Sparrow and Vision LLM in this quick tutorial! Sparrow auto-detects tables, builds clear grids, and uses OCR for accurate Vision LLM results, preventing errors. Runs locally with no cloud dependency, making it great for private financial documents. Perfect for anyone handling sensitive financial data. 

 

Box Annotations in Sparrow for Structured Data Extraction

Check out my video on Box Annotations in Sparrow for Structured Data Extraction! I’ll show you how the Qwen2.5 vision model pulls bounding box annotations from images based on what you need. Plus, create simple descriptions and confidence score boxes.