Xinzhi Wang, Peter Baile Chen, Gerardo Vitagliano, Matthew Russo, Jun Chen, Michael Cafarella, Samuel Madden, and Chunwei Liu. “SAGE: Selective attention-guided extraction for token-efficient document indexing.” In preparation.