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YouTube Comment Exposure: 1,345,353 Comments with Post TimestampsPublic YouTube comment corpora record like counts without post times, so a like count confounds what a comment said with when it arrived. This corpus supplies the timestamps, and finds that exposure accounts for 83.5% of the ordering skill available above chance.Dataset & preprint · Aug 2026
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Decoder-Recoverable Is Not Communicable: One-Clue Reference Under Constrained VocabulariesA single clue word pins down all nine of your cards on only 0.286% of Codenames boards; the limit is the vocabulary, not the geometry, and decoder-certified clues still fail on real readers.Preprint · Jun 2026