What Do We Expect from LLMs? Mapping the Design of LLM Benchmarks

A survey of how LLM benchmarks are designed, highlighting gaps between what benchmarks measure and what the field claims about model capabilities.

Auto-scored: Academic analysis of benchmark design; minor framing contribution with no direct risk or mitigation impact.