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
boundPolysemantic features in SAEs persist at ~10%+ of salient neurons despite 68% separability improvement, predicting that complete monosemanticity requires either higher expansion ratios (>32×) or algorithmic changes to enforce orthogonal concept bases.
inspect finding →
source binding
source-boundvs_e71ac2fca8d56384
inspect source →
review context
unverified1 reviewable changes and 0 evaluation records target this atom or its bound objects.
Evidence statement
Polysemantic features in SAEs persist at ~10%+ of salient neurons despite 68% separability improvement, predicting that complete monosemanticity requires either higher expansion ratios (>32×) or algorithmic changes to enforce orthogonal concept bases.
extraction method
manual_curation
support relation
unknown
condition refs
vcnd_e1e6a7b6f25bd7bf
Caveats
events
vev_b9d34fd0a5b70b40finding.assertedManual finding added to frontier state
reviewer:will-blair · 2026-05-29
reviewable changes
vpr_afe2d5de8e612f76finding.addManual finding added to frontier state
applied · reviewer:will-blair · 2026-05-29
evaluations
No evaluation rows are attached.