The underlying truth representation may generalize across lexical choices and languages

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

• Can truth representations be disambiguated from closely related features such as 'commonly believed' or 'verifiable' using simple factual statements?question0.806
  Acknowledged limitation: simple uncontroversial statements cannot distinguish truth from related epistemic features
• Does the multi-directional nature of truth imply an underlying nonlinear representation, or is it compatible with linear separability?question0.802
  Theoretical open question about the geometry of truth in LLMs raised in Discussion
• Cross-Lingual Truth Representationconcept0.791
  Observation that truth-direction interventions elicit non-English Yes/No equivalents, suggesting language-independent truth encoding
• Can we disambiguate truth from closely related features such as 'commonly believed' or 'verifiable'?question0.778
  Limitation noted in §7.1: scope restricted to simple statements prevents disambiguation
• Representational abstraction of truth may emerge more clearly with model scaleclaim0.776
  Interpretation of weaker PCA separation and lower ASR in smaller models
• The relationship between representations of truth of input statements and of model outputs in conjunction with model performance has not been investigated.question0.774
  Future work direction identified in conclusion for enabling reliable truth assessment methods.
• Multiple semantically adjacent truth directions make models more vulnerable to manipulations that shift outputs without obvious signs in the primary truth directionclaim0.772
  Safety implication derived from multi-dimensional truth structure finding
• Truth may be linearly separable in the model's representation space, but the structure is richer than a single linear axisclaim0.769
  Interpretive synthesis of DIM and cone intervention successes