---
license: cc-by-4.0
language:
- en
tags:
- benchmark
- llm-evaluation
- evaluation-reliability
pretty_name: Plumloom Evaluation Reliability Benchmark
size_categories:
- n<1K
---

# Plumloom Evaluation Reliability Benchmark

Public results from Plumloom’s research on reliability in single-turn AI chat evaluations.

This dataset contains 45 controlled single-turn chat cases used to test whether repeated evaluation produces more stable model choices than one-shot evaluation. It also includes aggregate results from 38 measurement-reliability evaluation runs.

Private prompts, rubrics, model responses, and production execution details are intentionally excluded.