Ensemble Gravity: Coordination Through Contextual Priming vs. Activation-Level Transmission
Abstract
Priming selection closes 48.9% of the coordination gap between neutral and expert. Shared vocabulary induction closes 19.5%. Activation injection closes 9.1%. Socratic scaffolding worsens by 19.9%. Priming selection outperforms injection by 5.4x. Achieves 86% gap closure for medical/science, 22-27% for legal/code. Mechanism is processing style alignment (15.6% domain match rate), not domain matching.
Fields of Study & Subjects
Topic Modeling
Natural Language Processing Techniques
Domain Adaptation and Few-Shot Learning
Publication details
- Journal / source
- Zenodo (CERN European Organization for Nuclear Research)
- Publication date
- 2 March 2026
- Language
- EN