Eval researcher teases guide to subjective-task evals, with a curated resource list

cwolferesearch · x · 2026-10-20

Eval researcher cwolferesearch will release a blog tomorrow outlining a detailed roadmap for setting up evals on subjective / open-ended tasks, plus stats and ML tricks for reducing noise and increasing confidence.

He also shared the resources he keeps returning to: high-quality human data, human evaluation guidelines, LLM-as-a-Judge core concepts / practical guide / best practices, rubric-based judges (RL-focused and eval-focused), stats for LLM evals, adding error bars to evals, and the anatomy of a benchmark.

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