The current cohort, streamed from the database: every work column, the machine labels, the provisional scores, and the per-row validation status. Exports are capped at 100,000 rows. Mints a permanent /q/ link for this exact query. The same filters always produce the same link, whoever asks.
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20002025
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Machine labels · sparse coverage
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An unlabeled work is unknown, not a negative. Label coverage is reported on every query.
611 works in the cohort · of 4,299,418page 11 of 13
Labels cover 0 of 611 works in this cohort. The rest are unlabeled, which is not a negative label: the label table is sparse today and grows as labeling rounds land.
Distilled predictions cover 611 of 611 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.
Vadym Ishchenko, N. Braikovska, Iurii Shcherbyna, Yuri Demchenko
2025· article· en· Collection of scientific works of the State University of Infrastructure and Technologies series Transport Systems and Technologies· Engineering