concept
active
concept:world-model-statisticalWorld Model (statistical)
The joint distribution over events in the world that generate observed data; the proposed endpoint of representational convergence
Neighborhood — ranked by edge-count
Concepts (3)
concept
- World Modelsrelated_toTheme issue context: relates to internal models of environment, central to consciousness and cognition across substrates.
- Platonic Representationassociated_withThe hypothesized converged representation that all sufficiently large AI models are approaching — a statistical model of underlying reality
- Cooccurrence Probabilityassociated_withCore statistical quantity in the paper's formal model: probability of two observations occurring within a time window
Related by similarity (8)
cosine ≥ 0.65 · no typed edgeEntities in the same semantic neighborhood but without a typed relation to this one — candidates for new edges or unrecognized duplicates.
- A representation that captures relevant aspects of a system; according to the theorem, the regulator must embody this.
- The paper's proposed internalized representation of reality grounded in contemplative insights that enables intrinsic alignment
- Primary test domain for manifold steering, including reasoning and ICL tasks
- Mathematical formalization of a world with T discrete events and bijective observation functions, used to prove PMI convergence
- Second model system studied; used to show why flat autoregressive LLMs struggle with long-range coherence.
- Secondary substrate demonstrating cross-modal applicability of manifold steering.
- A model trained on comparison data to assign scores to responses, used as reward signal in RLHF/RLAIF.
- Motivation for studying LLM internal states: determining whether distress reports reflect genuine internal states