We stress that in today’s models, this capacity is highly unreliable and context-dependent; however, it may continue to develop with further improvements to model capabilities.

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

• This introspective capacity is highly unreliable and context-dependent in today's modelsclaim0.862
  A caveat qualifying the main claim.
• Introspective capabilities may continue to develop with further improvements to model capabilitiesclaim0.803
  Forward-looking statement about future models.
• Earlier/less capable models exhibit a larger gap between think and don't think representation strengthfinding0.803
  Claude 3 models show a bigger difference than newer models like Opus 4.1.
• Today, as a step towards the control of complex dynamic systems, models are being used ubiquitously.quote0.801
  Opening sentence of the abstract, stating the prevalence of modeling.
• Cost-efficient models lack not individual skills but their reliable integration under competitive pressure.claim0.798
  Interpretation that the tested LLMs have the necessary subskills but cannot coordinate them in the adversarial game.
• Object models in which time, versioning, causality, etc., are significant are probably far better modelled by considering the time component as another key rather than an intrinsic property of the underlying model.claim0.793
  Claim that orthogonal dimensions like time should be explicit keys in the associative model.
• Model preferences are not consistent across contexts but tend to be relatively consistent within a single contextclaim0.792
  Authors' characterization of the nature of model preferences as discovered through alignment faking experiments
• Models that are competent all represent data in a similar way; all strong models are alike, each weak model is weak in its own wayclaim0.790
  Author's interpretation of the VTAB alignment results echoing Tolstoy