Performance is best when skipping both the first and last six layers when applying intervention

Entities in the same semantic neighborhood but without a typed relation to this one — candidates for new edges or unrecognized duplicates.

• We hypothesize earlier-layer interventions allow more downstream computation to process and potentially correct the perturbationhypothesis0.788
  Post-hoc explanation for why steering at layer 33 rather than layer 50 produced better ESR behavior in Llama-3.3-70B
• A skill should do its work and stop, avoiding performative complexity and multi-stage flows when single-pass suffices.claim0.783
• Distributing steering strength across multiple layers (6 layers at 0.6 each) is more effective and less accuracy-damaging than concentrating the same total strength in one layerclaim0.776
  Practical finding for optimizing steering setup.
• We hypothesize that intervention efficiency can be scaled with multi-node and multi-GPU training as language models grow largerhypothesis0.751
  Future work hypothesis about scaling pyvene's computational efficiency for very large models
• The between-to-within-class variance ratio peaks at different layers for different tasks, confirming no single layer is universally optimal.finding0.739
  Supports the claim against single-layer probing approaches used in prior work.
• Mid-layers (6-15) achieve peak anchoring because semantic structure differentiates while maintaining coherence, forming a Goldilocks zoneclaim0.738
  Interpretation of E3 layer-wise results; motivates targeted UCCT interventions at layers 8-12
• Optimizing interventions in activation space to produce paths along M_y recovers activation trajectories that trace the curvature of M_h.finding0.737
  Demonstrates bidirectional causal link: behavior manifold geometry can be recovered by optimizing in representation space.
• Steering at 6 layers (strength 0.6 each, total 3.6) outperforms single-layer steering at equivalent total strength for type hint suppressionfinding0.734
  Demonstrates distributed steering is more effective and less accuracy-damaging than concentrated steering.