Reasoning Models

Class of large language models designed to produce extended chain-of-thought before answering, studied in this paper

Neighborhood — ranked by edge-count

paper

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.

Model Evidenceconcept0.812
Probability of data under the model, penalizing complexity and rewarding accuracy.
Language Modelsconcept0.803
Primary substrate for manifold steering experiments; demonstrates method on reasoning and in-context tasks.
modelconcept0.801
A representation that captures relevant aspects of a system; according to the theorem, the regulator must embody this.
Language Modelconcept0.797
Primary test domain for manifold steering, including reasoning and ICL tasks
Generative Modelconcept0.786
Agent's internal probabilistic model of environment; enables belief inference about hidden states given outcomes.
Conceptual Modelconcept0.782
Norman's design model vs user model; a mental conception of how a system works.
Agent-based computational modelmethod0.779
The computational approach used to simulate morphogenesis with cells as agents on a 2D grid; allows quantitative testing of stress-sharing hypothesis.
Autoregressive modelsframework0.776
Second model system studied; used to show why flat autoregressive LLMs struggle with long-range coherence.