Aligning Language Model Benchmarks with Pairwise Preferences.

arXiv:2602.02898v5 Announce Type: replace Abstract: Language model benchmarks are pervasive and computationally-efficient proxies for real-world downstream performance. However, many recent works find that benchmarks often fail to predict downstream utility. W