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 stateno incoming links yet
record 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
Sparse Autoencoders achieve 68% improvement in concept separability (0.405→0.680) and reduce polysemantic neuron overlap from ~30% to ~10%, yet increased sparsity beyond optimal threshold degrades monosemanticity by up to 18%, indicating a non-monotonic relationship between sparsity and interpretability.
vs_e71ac2fca8d56384 · manual_curation
outgoing
No outgoing links.
incoming
No incoming links.
events
vev_8d44250869cebee7finding.assertedManual finding added to frontier state
reviewer:will-blair · 2026-05-29
reviewable changes
vpr_a068146ab9f26c68finding.addManual finding added to frontier state
applied · reviewer:will-blair · 2026-05-29
evaluations
No evaluation record targets this finding id.