Removing the scale-induced information leaves 24 implications.

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

• Removing four problematic data sources achieves 84% reduction in harmful behaviorfinding0.735
  Key empirical result: removing four identified problematic data sources yields an 84% reduction.
• Conceptual scaling is not automatic; it is an act of interpretation.claim0.728
  Author's emphasis on the interpretive nature of scaling.
• Scaling may reduce hallucination and certain kinds of bias as models converge toward an accurate model of realityclaim0.728
  Implication of PRH: larger models should amplify bias less and hallucinate less if they better model reality
• What Are The Implications Of Scalefree Cognition Forquestion0.725
• Making information explicit—extracting normal forms from computation.claim0.721
• Its stem base consists of 88 implications.finding0.721
  Number of implications in the full stem base of the trees context.
• We observe features related to a broad range of safety concerns, including deception, sycophancy, bias, and dangerous content.claim0.720
  SAEs uncover safety-relevant representations that might be monitored or controlled.
• Scaling intelligence via expansion of cognitive boundaries through inclusion of others' stress-reduction in one's own homeostatic loops.claim0.718
  Central thesis: expanding an agent's sensors and goals outward to include others' states creates bidirectional feedback loop that scales intelligence and increases compassion.