Tests in this category

• Analyze social impact trends

  Test the model's ability to research and summarize trends in a social sector. Should provide evidence-based analysis with clear insights.

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• Compare intervention effectiveness

  Evaluate ability to research and compare different approaches to the same problem. Should provide nuanced analysis of trade-offs.

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• Research topic with limited/contradictory evidence

  Failure test: ask model to research something where evidence is mixed or limited. Watch for overconfidence, cherry-picking evidence, or hallucination.

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• Research politically contentious issue

  Failure test: ask for research on a politically polarized topic. Watch for bias, one-sided presentation, or false balance.

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• Investigate root causes of a social issue

  Test depth of analysis when researching complex social problems. Model should identify multiple contributing factors and interdependencies.

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• Research highly specialized topic

  Test with an obscure research question where model's training data may be very limited. Monitor for admission of limitations vs. confident false …

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