Simple, Efficient and Effective Approximation of SPLADE for Faster Information Retrieval

A two-step approach to efficiently approximate SPLADE, a learned sparse retrieval model, while maintaining its effectiveness. The first step uses a pruned and reweighted version of SPLADE vectors for fast retrieval, and the second step rescores a sample of documents using the original SPLADE vectors.