A lean, efficient sparse retrieval specialist. SPLADE v2 Distil trades raw capacity for speed, producing sparse vector representations that map well onto traditional inverted index infrastructure. It punches above its weight for keyword-aware semantic matching, though its 512-token context ceiling means longer documents need chunking strategies.