long-range coherence

Ability to maintain structural consistency over extended sequences

Neighborhood — ranked by edge-count

paper

concept

Long-range coherence in sequences
related_tosame_as
Ability to maintain organized behavior over extended scales; shown limited in flat autoregressive models, enabled in hierarchical/biological systems.
Coherence
related_to
A property that makes a segment of space stand out as a center; determined by symmetry, connectedness, convexity, etc.
flat autoregressive LLMs
associated_with
Large language models without hierarchical structure, challenged by long sequences

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.

Coherence Maximizationconcept0.814
The functional role consciousness plays: minimizing constraint violations between simultaneously active partial models of reality
Long-form Text Coherence in LLMsconcept0.810
Challenge of maintaining coherent persona or content over longer generated texts
Coherence Scoremethod0.810
GPT-4.1-mini-rated 0-100 score measuring response coherence; used to detect side effects of steering
Bilateral Coherenceconcept0.800
Percentage of time a model's assessment of the veracity of base and entailed properties match, given the entailing statement is true.
strategic coherenceconcept0.794
The ability to integrate spending efficiency, resource discipline, and adaptive phase play under competitive pressure.
Coherence Score (C)concept0.788
GPT-4o scored 0-100 metric from Betley et al. measuring response coherence on open-ended evaluation prompts
long-range orderconcept0.785
Persistence of a macroscopic pattern across large scales; necessary for maintaining coherent outputs or structures
Logical Coherence of LM Beliefsconcept0.775
The extent to which an LM's beliefs respect logical entailment: if it believes A and A→B, it should also believe B.