Wilcoxon signed-ranks looks conservative only because of this test dataset

IanArawjo · x · 2026-07-24

The author says the apparent conservatism of Wilcoxon signed-ranks in the plot is an artifact of this test dataset’s judge-score distribution, not a general property of the test. The analysis uses three datasets—WMT translation quality, Chatbot Arena, and App Store reviews—and four judge models: Inkling, Claude Haiku 4.5, Gemma 3 (26B), and GPT-OSS-20b.

The thread is still incomplete: the author says they need to add omnibus tests next, but the current plot already captures the core setup and the caveat about how the statistical result should be interpreted.

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