AACL tutorial dissects six benchmark evaluation myths across three error types

sanmikoyejo · x · 2026-11-09

At AACL 2026, authors present a tutorial on Measurement Science for LLM Evaluation, putting six common benchmark claims to audience vote — from averaging safety benchmarks to private uncontaminated test sets — and showing where each holds or breaks across sampling, specification, and strategic errors, offering better claims instead. Slides and reading list to follow.

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