record state
frontier-ownedReview status
This finding is part of accepted frontier state. Review events, reviewable changes, and proof state explain how it can change.
unreviewed
frontiers / frontier
Finding bundle
back to staterecord state
frontier-ownedThis finding is part of accepted frontier state. Review events, reviewable changes, and proof state explain how it can change.
finding statement
finding typeNo entity list is declared.
evidence
source-boundtheoretical · manual state transition
proof impact
packet context1 reviewable changes and 0 evaluation records are attached to this finding id.
Evidence and conditions
method
manual state transition
evidence type
theoretical
conditions
Provenance
source title
Evaluating Sparse Autoencoders for Monosemantic Representation (2024)
authors
reviewer:will-blair
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.
vs_e71ac2fca8d56384 · manual_curation
outgoing
No outgoing links.
incoming
contradicts · vf_3b8b7f0eb1dd2305
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 record targets this finding id.