Soon Yee Wong

SubLIME: Subset Selection via Rank Correlation Prediction for Data-Efficient LLM Evaluation

The rapid expansion of Large Language Models (LLMs) and natural language processing datasets has made exhaustive benchmark evaluations computationally prohibitive. Inspired by high-stakes competitions like the International Mathematical Olympiad-where a few well-chosen problems suffice to differenti…