ADL
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Reading the Finetuning Prior: Verbatim Content Recovery via Contrastive Decoding Diffing
Announce Type: replace Abstract: Narrowly finetuned language models memorize implanted content verbatim, but auditing what a deployed model has been taught, without access to its weights or training data, remains an open challenge. Recent work shows that activation differences between base and finetuned models carry readable traces of the finetuning domain; the state-of-the-art Activation Difference Lens (ADL) recovers a vague domain-level description but requires full "white-box" access to...
Communities on edge as faith-based hate crimes spike across the West
Communities on edge as faith-based hate crimes spike across the West From a California mosque shooting to instances of antisemitic violence in Australia and Britain, experts warn political polarisation and online extremism are fuelling a surge in faith-based hate crimes. SAN DIEGO, California: Nine-year-old Odai Shanah huddled with dozens of classmates inside a closet, trembling in fear as gunshots rang out at the Californian mosque where they attend school. The May 18 shooting at the...