When Harness Beats Scale, and When Reading Beats Both.

arXiv:2609.34366v1 Announce Type: cross Abstract: We describe our system for DocSem, the document-grounded quantitative reasoning shared task at DocInsights 2026, and analyze why it succeeded on labeled data and failed on the test set. The pipeline pairs hybri