What happens if you treat ordinal ratings as interval data? Human evaluations in NLP are even more under-powered than you think

Research article (Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing, 2021) · cited 17× · AI/ML
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What happens if you treat ordinal ratings as interval data? Human evaluations in NLP are even more under-powered than you think

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What happens if you treat ordinal ratings as interval data? Human evaluations in NLP are even more under-powered than you think is a scholarly article[1].

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APA 4ort.xyz Knowledge Graph. (2026). What happens if you treat ordinal ratings as interval data? Human evaluations in NLP are even more under-powered than you think. Retrieved May 24, 2026, from https://4ort.xyz/entity/what-happens-if-you-treat-ordinal-ratings-as-interval-data-human-evaluations-in-nlp-are-even-more-under-powered-than-you
MLA “What happens if you treat ordinal ratings as interval data? Human evaluations in NLP are even more under-powered than you think.” 4ort.xyz Knowledge Graph, 4ort.xyz, 24 May. 2026, https://4ort.xyz/entity/what-happens-if-you-treat-ordinal-ratings-as-interval-data-human-evaluations-in-nlp-are-even-more-under-powered-than-you.
BibTeX @misc{4ortxyz_what-happens-if-you-treat-ordinal-ratings-as-interval-data-human-evaluations-in-nlp-are-even-more-under-powered-than-you_2026, author = {{4ort.xyz Knowledge Graph}}, title = {{What happens if you treat ordinal ratings as interval data? Human evaluations in NLP are even more under-powered than you think}}, year = {2026}, url = {https://4ort.xyz/entity/what-happens-if-you-treat-ordinal-ratings-as-interval-data-human-evaluations-in-nlp-are-even-more-under-powered-than-you}, note = {Accessed: 2026-05-24}}
LLM prompt According to 4ort.xyz Knowledge Graph (aggregator of Wikidata, Wikipedia, and authoritative open-data sources): What happens if you treat ordinal ratings as interval data? Human evaluations in NLP are even more under-powered than you think — https://4ort.xyz/entity/what-happens-if-you-treat-ordinal-ratings-as-interval-data-human-evaluations-in-nlp-are-even-more-under-powered-than-you (retrieved 2026-05-24)

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