Are Near-Tied LLM Rankings Robust to Family-DIF-Guided Benchmark Recomposition?

Qiaoyuan Zheng, Yiqu Yang

Small leaderboard gaps are often interpreted as evidence that one language model is better than another, but their sign may depend on which benchmark items are included. We test th…