📢 New #COLM2025 paper 📢
Standard benchmarks give every LLM the same questions. This is like testing 5th graders and college seniors with *one* exam! 🥴
Meet Fluid Benchmarking, a capability-adaptive eval method delivering lower variance, higher validity, and reduced cost.
🧵
Valentin Hofmann
🚀 Introducing Fluid Benchmarking—an adaptive way to evaluate LLMs. Inspired by psychometrics, it tailors which questions to ask based on each model’s capability, making evals more efficient & reliable. 🧵
