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.
569 works in the cohort · of 4,299,418page 6 of 12
Labels cover 0 of 569 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 569 of 569 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.
Lucas Oliveira Gomes Ferreira, André Luiz Marques Serrano, Federico Revelli
2020· article· en· American Scientific Research Journal for Engineering, Technology, and Sciences (Global Society of Scientific Research and Researchers)· Social Sciences
