How I Used Clustering to Enhance Chunking and Construct Higher RAGs

It’s each quick and cost-effective

Picture by Eaters Collective on Unsplash

Semantic chunking crumbled when my sentences appeared worlds aside.

My first try at semantic chunking collapsed when distant sentences shared an excessive amount of which means. Nevertheless, an agentic strategy is expensive and too sluggish typically. I wished to discover a candy spot in between. I wished it to be moderately correct but cheaper.

RAG apps closely rely on chunking methods. Higher chunks result in higher responses. There are numerous methods to chunk a textual content. The best and hottest is recursive character chunking, and the marginally sophisticated but useful one is semantic chunking. The extra human-like strategy is agentic -chunking.

In the event you’re new, have a look at my prior posts about chunking.