claim
active
claim:mid-layers-6-15-achieve-peak-anchoring-because-semantic-structure-differentiates-while-maintaining-coherence-forming-a-goldilocks-zoneMid-layers (6-15) achieve peak anchoring because semantic structure differentiates while maintaining coherence, forming a Goldilocks zone
Interpretation of E3 layer-wise results; motivates targeted UCCT interventions at layers 8-12
Source paper
extracted_from(2025) · Edward Yi Chang · Kaya, Zeyneb N. · Ethan Chang
Neighborhood — ranked by edge-count
Findings (1)
finding
- E3 result establishing the Goldilocks zone at mid-layers for LLaMA architecture
Artifacts (1)
artifact
- Main paper presenting UCCT and semantic anchoring framework.
Related by similarity (8)
cosine ≥ 0.65 · no typed edgeEntities in the same semantic neighborhood but without a typed relation to this one — candidates for new edges or unrecognized duplicates.
- Qualitative characterization of optimal anchoring depth.
- Math and code tasks show strongest mid-layer anchoring on LLaMA (S ≈ −1.65 at layers 8-12)finding0.825Task-specific E3 finding showing compositional reasoning requires deeper processing
- Task-specific interpretation of E3 anchoring pattern differences
- Layer-wise emergence pattern supporting hierarchical development hypothesis
- Maximum of S(ℓ) across layers; geometry summary used to predict θ50
- Main interpretation of E3.
- Claim that geometry-to-behavior correlates exist
- Thought detection peaks at ~2/3 layer depth; intention checking peaks at ~1/2 layer depth.finding0.765Lindsey (2026) differential layer performance explained by Janus's path combinatorics — different tasks use different path distributions.