Active Testing of Large Language Models via Approximate Neyman Allocation

Zeli Liu, Jiancheng Zhang, Cong Liu +1

Large language models (LLMs) require reliable evaluation from pre-training to test-time scaling, making evaluation a recurring rather than one-off cost. As model scales grow and ta…