source boundary
frontier-owneddeclared
A source record is provenance. It supports a finding only through evidence atoms, extraction spans, and reviewed finding bundles.
frontiers / frontier
Source record
back to sourcessource boundary
frontier-ownedA source record is provenance. It supports a finding only through evidence atoms, extraction spans, and reviewed finding bundles.
finding bindings
record contextFindings bound to this source through source ids, evidence atoms, provenance, or reviewed source-record slots.
evidence atoms
materializedEvidence atoms pin exact spans, measurements, selectors, or curation assertions to the source.
review context
inspectable1 reviewable changes and 0 evaluations are attached through this source or its findings.
Locator and citation
locator
title:Beyond Induction Heads: In-Context Meta Learning Induces Multi-Phase Circuit Emergence (2025); Induction Heads in Transformers (emergentmind.com)
imported
2026-05-29T02:57:20.719016+00:00
extraction mode
manual_curation
authors
reviewer:will-blair
Caveats
No source-specific caveats are recorded.
theoretical · vf_22ce0bb4da3c4146
Are induction head generalizations (n-gram copying, concept-level matching) implemented by parametric variations of a single universal circuit motif, or do they represent fundamentally distinct computational patterns that coincidentally perform similar input-output transformations?
events
vev_76d549de6c770518finding.assertedManual finding added to frontier state
reviewer:will-blair · 2026-05-29
reviewable changes
vpr_efcfb56bad9ca06afinding.addManual finding added to frontier state
applied · reviewer:will-blair · 2026-05-29
evaluations
No evaluation rows are attached.