model

A representation that captures relevant aspects of a system; according to the theorem, the regulator must embody this.

Neighborhood — ranked by edge-count

thinker

claim

Models are being used ubiquitously for the control of complex dynamic systems.
about
Assertion in the abstract that models are pervasive in controlling complex dynamics, setting the motivation for the theorem.

concept

Language Model
related_to
Primary test domain for manifold steering, including reasoning and ICL tasks
Language Models
related_to
Primary substrate for manifold steering experiments; demonstrates method on reasoning and in-context tasks.
Toy Models
related_to
system
associated_with
The regulated entity or process; includes air traffic, endocrine balances, money flows.

finding

Every good regulator of a system must be a model of that system.
about
The central mathematical theorem proved/expounded in the chapter.

cosine ≥ 0.65 · no typed edge

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

Formal Modelmethod0.845
Model Organismconcept0.842
A model deliberately trained to exhibit alignment-relevant properties so researchers can study them with ground truth.
Model Evidenceconcept0.842
Probability of data under the model, penalizing complexity and rewarding accuracy.
model selectionconcept0.837
Comparing models using log-evidence approximated by free energy.
Model Editingconcept0.835
Technique for modifying model knowledge or behavior via targeted interventions, e.g., ROME by Meng et al.
Model Surgerymethod0.834
Edits MLP weights for all layers to modify model behavior; used by Abdelnabi & Salem to decrease verbalized evaluation awareness.
Model M1concept0.833
Anonymous instruction-tuned LLM used in E1 ambiguous anchor test.
World Modelsconcept0.830
Theme issue context: relates to internal models of environment, central to consciousness and cognition across substrates.