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AMLworld-Compact: Importance-Weighted Downsampling for Cost-Effective LLM Evaluation and Error Diagnosis

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Summary

Researchers introduce AMLworld-Compact, a method that reduces large language model evaluation targets by 271 times while maintaining unbiased precision estimates.

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