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
Beyond Induction Heads: In-Context Meta Learning Induces Multi-Phase Circuit Emergence (2025); Towards Universality: Studying Mechanistic Similarity Across Language Model Architectures (2024)
authors
reviewer:will-blair
What determines the layer depth at which specific circuit motifs (e.g., composition, memorization, in-context learning) emerge during training, and does this emergence order remain invariant across model scales (7B→70B) and architectures (Transformer→Mamba)?
vs_b8a04f98c5991ecb · manual_curation
outgoing
No outgoing links.
incoming
No incoming links.
events
vev_de90a7f815d80f2cfinding.assertedManual finding added to frontier state
reviewer:will-blair · 2026-05-29
reviewable changes
vpr_9af0bb7627f281dbfinding.addManual finding added to frontier state
applied · reviewer:will-blair · 2026-05-29
evaluations
No evaluation record targets this finding id.