Model Evidence

Probability of data under the model, penalizing complexity and rewarding accuracy.

Neighborhood — ranked by edge-count

concept

Bayesian model evidence
related_to
The probability of sensory data under a generative model; negative log evidence is bounded by free energy.

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.

modelconcept0.842
A representation that captures relevant aspects of a system; according to the theorem, the regulator must embody this.
Model Deceptionconcept0.825
LLM behavior of generating falsehoods; the multi-dimensional truth subspace raises new risks for subtle manipulation
Reasoning Modelsconcept0.812
Class of large language models designed to produce extended chain-of-thought before answering, studied in this paper
Formal Modelmethod0.789
model selectionconcept0.780
Comparing models using log-evidence approximated by free energy.
Model Organismconcept0.777
A model deliberately trained to exhibit alignment-relevant properties so researchers can study them with ground truth.
Generative Modelconcept0.772
Agent's internal probabilistic model of environment; enables belief inference about hidden states given outcomes.
Toy Modelsconcept0.771