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Introduces CreditCardQA, a financial literacy benchmark for numerical reasoning derived from real credit card agreements. Evaluates LLMs under Chain-of-Thought and Program-of-Thought prompting, finding Program-of-Thought yields consistent gains and errors stem from misapplied financial rules rather than arithmetic.
Finly is a free financial literacy platform for kids and teens aged 8-17, offering 90 short lessons on budgeting, saving, credit, and taxes with interactive quizzes and a friendly guide named Finn. No account needed to start.