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TailoredBench

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Xiaohongshu Tech REDtech
Xiaohongshu Tech REDtech
Jun 3, 2025 · Artificial Intelligence

Beyond One-Size-Fits-All: Tailored Benchmarks for Efficient Evaluation

The TailoredBench framework dramatically reduces large‑language‑model evaluation cost and error by using a global probe set, model‑specific source selection, extensible K‑Medoids clustering, and calibration, achieving up to 300× speedup and a 31.4% MAE reduction across diverse benchmarks.

AI researchK-MedoidsLLM evaluation
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Beyond One-Size-Fits-All: Tailored Benchmarks for Efficient Evaluation