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.
235 works in the cohort · of 4,299,418page 5 of 5
Labels cover 1 of 235 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 235 of 235 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.
Lilian Puerta Machado Silveira, José Eustáquio Machado, Leandro Ferreira de Freitas, Ana Paula Spolidoro Queiroz, Lina Yamawaki, Sérgio Shigueo Kurozawa
2011· article· pt· LA Referencia (Red Federada de Repositorios Institucionales de Publicaciones Científicas)· Engineering