evidence boundary
unknowntheoretical
An evidence atom is an inspectable support unit. It is not a finding by itself; it supports or challenges a finding through review.
frontiers / frontier
Evidence atom
back to sourcesevidence boundary
unknownAn evidence atom is an inspectable support unit. It is not a finding by itself; it supports or challenges a finding through review.
finding binding
boundIn-context meta-learning circuits emerge in three sequential phases (non-context, semi-context, full-context) with distinct attention patterns, predicting that phase transitions occur at different model scales and that phase timing correlates with downstream task generalization on out-of-distribution prompts.
inspect finding →
source binding
source-boundvs_482cf7e9d0e55b5d
inspect source →
review context
unverified1 reviewable changes and 0 evaluation records target this atom or its bound objects.
Evidence statement
In-context meta-learning circuits emerge in three sequential phases (non-context, semi-context, full-context) with distinct attention patterns, predicting that phase transitions occur at different model scales and that phase timing correlates with downstream task generalization on out-of-distribution prompts.
extraction method
manual_curation
support relation
unknown
condition refs
vcnd_832d9a76e33b4088
Caveats
events
vev_b328de454e8a790bfinding.assertedManual finding added to frontier state
reviewer:will-blair · 2026-05-29
reviewable changes
vpr_d058c543127cf8aafinding.addManual finding added to frontier state
applied · reviewer:will-blair · 2026-05-29
evaluations
No evaluation rows are attached.