This is a Plain English Papers summary of a research paper called New Benchmark Shows AI Search Tools Struggle with Expert Instructions in Medical and Legal Fields. If you like these kinds of analysis, you should join AImodels.fyi or follow us on Twitter.
Overview
- IfIR is a new benchmark for testing how well retrieval models follow instructions in expert domains
- Evaluates 16 unique instruction scenarios across legal, medical, and financial fields
- Includes 1,150 precisely constructed queries with clear ground truth answers
- Tests models on specific abilities like filtering, sorting, and applying domain constraints
- Reveals significant gaps in current retrieval systems' instruction-following capabilities
- Provides a foundation for developing more effective domain-specific search systems
Plain English Explanation
When you search for something complex in a specialized field like medicine or law, you need more than just relevant results—you need results that follow your specific instructions. For example, if you're looking for "medical articles about heart disease published after 2020," y...
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