Efficient Long-Document Reranking via Block-Level Embeddings and Top-k Interaction Refinement

Minghan Li, Eric Gaussier, Guodong Zhou

Dense encoders and LLM-based rerankers struggle with long documents: single-vector representations dilute fine-grained relevance, while cross-encoders are often too expensive for p…