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Vision-semantic alignment with hierarchical consistency constraints for multi-attribute museum artifact classification

Scientific Reports, Published online: 01 November 2026; doi:10.1038/s41598-026-76946-3 Vision-semantic alignment with hierarchical consistency constraints for multi-attribute museum artifact classification

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Japanese craft beer brewer and students develop dog cookies from malt waste

EBETSU, Hokkaido -- A Japanese craft beer maker and university students are collaborating to turn spent malt grain, a byproduct of the brewing process

  • Japanese craft beer maker and university collaborate on dog cookies
  • Spent malt grain transformed into dog treats to benefit pets and owners
  • 80% of surveyed dogs enjoyed the malt-based cookies

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