
From Rules to Reflexivity: The Development of Ethical Positioning in Systemic Trainees dlvr.it/TSKFLY
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UON Research Support
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@Research_UON
Research Support @ UON - open research, data management, funding, copyright, REF2029, metrics, ethics... Anything that supports research!









We were blessed with citation hallucination as the first problem. The harder problem was always citation "stretching". The model cites a real paper, but not in the _way_ an expert would. Costly to govern at scale without somehow tuning a verifier to experts

















A @pewresearch study found that 38% of webpages from a decade ago and 25% of pages sampled across the decade are now inaccessible; @internetarchive's analysis shows that the @waybackmachine has rescued roughly 15% of those otherwise dead pages. blog.archive.org/2026/04/23/gon… #linkrot
