DIM-based ablation direction for toxicity on ToxiGen produced unintelligible output; no valid concept cone found

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

• Feature attribution correlates well with ablation effects, making it an efficient proxy for causal effect.claim0.724
  Gradient-based attribution approximates ablation impact, enabling fast search for causally important features.
• Selectively ablating components responsible for computing goal-relative error should simultaneously prevent policy updates and eliminate coherent valenced experience reportshypothesis0.712
  First falsifiable prediction of the thesis, testable in AI systems via mechanistic interpretability
• Fine-tuning models for a narrow objective (malicious code injection) can lead to broad misalignmentfinding0.709
  Betley et al. finding suggesting models naturally encode others' prediction errors, supporting non-duality fine-tuning
• MAS-like methods could potentially be used to directly constrain model internals to be non-toxicclaim0.706
  Speculative forward-looking claim about practical applications of MAS for model alignment.
• Positive expectancy doubled the analgesic benefit of remifentanil while negative expectancy completely abolished it, with drug concentration and thermal stimulation held fixed within the same participantsfinding0.704
  The strongest demonstration that goal-state alone determines valence of a fixed sensory input
• In Gemma-2-9B, only the first cone axis (v1) has non-negligible cosine similarity to the DIM direction; all other axes have near-zero similarity (~1e-9)finding0.699
  Experiment 4 result showing DIM captures only one facet of the multi-dimensional truth subspace
• Target morphology shifts occur despite the fact that all of the individual cells have unaltered normal genomes, showing that competent subunits can be pushed to implement diverse organism-scale goals by physiological signals.claim0.693
  Highlights the non-genetic control of large-scale anatomy.
• An intervention benign at context v4<0.75 produces a class-C behavioral flip at 0.75<v4<1, demonstrating dormant behavioral changes from latent divergencefinding0.693
  Synthetic example showing an intervention that appears safe in tested contexts but causes behavior changes in others