Position Bias In AI: How Instruction Order Affects Language Models
Position bias in AI: instruction order affects large language model performance. Changing sequence can impact accuracy & reliability. Techniques proposed to mitigate position bias effects.
This is a Plain English Papers summary of a research paper called Position Bias in AI: Why Order Matters When Giving Multiple Instructions to Language Models. If you like these kinds of analysis, you should join AImodels.fyi or follow us on Twitter. Overview Research investigates how instruction order affects large language model performance Studies position bias in multi-constraint instruction following tasks Tests different instruction orderings on various language models Demonstrates ordering significantly impacts model accuracy and reliability Proposes techniques to mitigate posi...