SPLADE v3 is a sparse retrieval specialist — it transforms text into high-dimensional sparse vectors where most values are zero, making it interpretable and efficient to index with standard inverted indexes. Unlike dense embedding models, you can actually inspect which terms it activates and why a document matched a query. It trades the raw semantic flexibility of dense models for speed and transparency in keyword-style retrieval pipelines.