2 papers
cs.CL2026
Pairwise Reference Alignment as a Model-Level Ordinal Observable
Mujing Li
Pairwise preference data is widely used in language-model evaluation and alignment, often for model ranking, reward modeling, or preference optimization. This note formulates a mor…
stat.CO2023
Estimating Failure Probability with Neural Operator Hybrid Approach
Mujing Li, Yani Feng, Guanjie Wang
Evaluating failure probability for complex engineering systems is a computationally intensive task. While the Monte Carlo method is easy to implement, it converges slowly and, henc…