This piece by our Senior Research Integrity Editor might be of interest: www.cochrane.org/about-us/new...

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Semantic embeddings capture what is said. Style embeddings capture how, and get far less attention. Our #EMNLP2026 survey on representing linguistic style: definitions, methods, evaluation, open problems 🧵 📄 annawegmann.github.io/pdf/Style_Su... 🧑‍💻 annawegmann.github.io/StyleSurvey/

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Our scale search machine got a major update! Now with 31% more scales, 21% more items, 58% more coverage of measures by use, and 100% more goth!

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After 12,000+ user interactions, we're releasing the first major update of Synthometricon (formerly SynthNet, with @anniria.bsky.social and @ruben.the100.ci ) 🧵 Try it here search.synth-science.org

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"No human vetting or validation of the tools output can meaningfully validate its output if the humans themselves do not understand the methods." Great post!

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