chunk-evidence-aggregation

This paper identifies document-side early compression as a failure mode in long-document dense retrieval and introduces the Evidence Dilution Index (EDI) to measure it. The authors propose DICE, a training-free method that splits documents into chunks, encodes them independently, and aggregates them into a single vector, significantly improving retrieval on long documents.