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.
109 works in the cohort · of 4,299,418page 2 of 3
Labels cover 1 of 109 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 109 of 109 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.
Elivaldo Serrão Custódio, Eugénia da Luz Silva Foster, Bruno Marcelo de Souza Costa, José Adnilton Oliveira Ferreira, Regina Ribeiro Pessoa, Silvaney Rubens Alves de Souza
2025· article· Journal of Education and Learning· Social Sciences
