AutoIndex: Learning Representation Programs for Retrieval

AutoIndex automates document preprocessing by searching for executable programs that slice, enrich, or reweight raw text before indexing. The framework uses validation-guided agents to diagnose retrieval failures and synthesize program updates, improving recall on the CRUMB benchmark while keeping BM25 parameters fixed.