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.
508 works in the cohort · of 4,299,418page 2 of 11
Labels cover 2 of 508 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 508 of 508 works in this cohort. Predictions are machine_predicted_unvalidated teacher distillation outputs. Candidate is the union; consensus is the intersection.
Aleksey A. Nagornov, Mikhail N. Kovalenko, А. А. Адамов, Artem V. Soshin
2018· article· en· The researches of the aquatic biological resources of Kamchatka and of the north-west part of the Pacific Ocean· Agricultural and Biological Sciences
