Shared biases across LLMs from common pretraining misalign with teaching quality and negatively correlate with intended student learning outcomes, with model ensembles amplifying the misalignment.
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AVA is a specialized GenAI platform for development policy research that provides verifiable syntheses from World Bank reports and is associated with 2.4-3.9 hours of weekly time savings in a large-scale user evaluation.
citing papers explorer
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Knowledge without Wisdom: Measuring Misalignment between LLMs and Intended Impact
Shared biases across LLMs from common pretraining misalign with teaching quality and negatively correlate with intended student learning outcomes, with model ensembles amplifying the misalignment.
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Learning from AVA: Early Lessons from a Curated and Trustworthy Generative AI for Policy and Development Research
AVA is a specialized GenAI platform for development policy research that provides verifiable syntheses from World Bank reports and is associated with 2.4-3.9 hours of weekly time savings in a large-scale user evaluation.