Contrastive Learning Ablation Study

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

• Zero Ablation Studymethod0.801
  Sequential zeroing out of high-contribution heads to verify their functional specialization for persona control
• Contrastive learningframework0.795
  Supervised learning framework where system learns by observing contrast between current response and nudged improved response; requires weak additional forces from supervisor
• Adversarial ablationmethod0.773
  Technique used in VPD to enforce mechanistic faithfulness of parameter decompositions.
• Grafting and Ablationmethod0.756
  Classical techniques to interrogate regulative capacity of embryos and neural crest by tissue removal or transplantation.
• Term Importance Analysis via Ablationmethod0.750
  An algorithm that determines the marginal effect of n-th order path terms by running the model multiple times with frozen attention patterns and progressively replacing activations
• Directional Ablationmethod0.749
  Intervention method that removes a direction from residual stream activations to disrupt corresponding behavior
• Zero Ablationmethod0.746
  Intervention type that sets activations to zero, used for interpretability analysis
• Coefficient Ablationmethod0.746
  Robustness check ablating over five steering coefficient values to test whether SP/AS inversion is an artifact of steering strength