Demonstration Based Prompt Generation For Minority Groups

via “demonstration-based-prompt-generation-for-minority-groups”

Microsoft's dataset for implicit toxicity detection.

Unique: Uses a systematic, group-agnostic prompt template that enables consistent generation across 13 minority groups from a single set of human demonstrations, rather than requiring group-specific prompt engineering. The demonstrations_to_prompts.py pipeline abstracts away group-specific details, allowing researchers to focus on demonstration quality rather than prompt tuning.

vs others: More scalable than manual prompt engineering because it automatically generates group-specific prompts from a single demonstration set, reducing the effort needed to create balanced datasets across multiple demographic groups.