AWhat changed
Provided candidate image-text pools, fixed CLIP training/evaluation recipes and compute-scaled tracks, with DataComp-1B demonstrating the importance of filtering under controlled training conditions.
Scientific scope
Provided candidate image-text pools, fixed CLIP training/evaluation recipes and compute-scaled tracks, with DataComp-1B demonstrating the importance of filtering under controlled training conditions. Inherits CLIP and web-pair collection rather than inventing them. Ninefold compute comparison involves a larger LAION-trained architecture; not a universally hardware-matched data-only speedup. Fixed test suites do not guarantee uncontaminated or universal real-world generalization.
Evidence
The linked original sources describe the stated contribution and its evidence limits. WRS has not independently rerun the experiments or certified a proof. Inherits CLIP and web-pair collection rather than inventing them. Ninefold compute comparison involves a larger LAION-trained architecture; not a universally hardware-matched data-only speedup. Fixed test suites do not guarantee uncontaminated or universal real-world generalization.
Contributors
- Source-listed authors and technical contributors · SCIENCE: Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.
Provisional WRS assessment, edition 2026-10-16.1. Independent expert calibration is pending. This grade does not certify correctness or assign ownership.
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