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cs.LG2025
Metritocracy: Representative Metrics for Lite Benchmarks
Ariel Procaccia, Benjamin Schiffer, Serena Wang +1
A common problem in LLM evaluation is how to choose a subset of metrics from a full suite of possible metrics. Subset selection is usually done for efficiency or interpretability r…
cs.LG2025
Clone-Robust AI Alignment
Ariel D. Procaccia, Benjamin Schiffer, Shirley Zhang
A key challenge in training Large Language Models (LLMs) is properly aligning them with human preferences. Reinforcement Learning with Human Feedback (RLHF) uses pairwise compariso…