As part of the Stockmark team, we won first place in the shared task at the Language Technologies for Crisis Preparedness and Response (LT4CPR) workshop at AACL-IJCNLP 2026. Team Stockmark ranked first in both the Primary System Ranking and the Best System Ranking.