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CUNY's submission to the CLPsych 2026 shared task uses a pipeline approach combining in-context learning with open-weight LLMs, supervised classifiers, and retrieval-augmented generation to classify and summarize mental health changes from Reddit timelines, achieving top rankings on multiple subtasks.