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.
782 works in the cohort · of 4,299,418page 11 of 16
Labels cover 1 of 782 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 782 of 782 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.
Keith Head, Thierry Mayer, Gianmarco I.P. Ottaviano
2017· review· en· London School of Economics and Political Science Research Online (London School of Economics and Political Science)· Economics, Econometrics and Finance
