Time-inconsistent preferences in venture capital exit decisions

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• Venture capital returnsconcept0.733
  Fundamental performance metric; the thread hypothesizes communication may mask suboptimal returns.
• Temporal discounting emerges naturally from active inference without an explicit discount factor, because predictions in the distant future are less precise.claim0.719
  §2, discussion of precision.
• Model preferences are not consistent across contexts but tend to be relatively consistent within a single contextclaim0.706
  Authors' characterization of the nature of model preferences as discovered through alignment faking experiments
• Our everyday liking (subjective preference) often diverges from deep liking, but deep liking converges to agreement and corresponds to living structure.claim0.690
  Distinction between superficial and deep preference.
• Significant gap in research directly examining disconnect between venture capital communication sophistication and actual performance metricsclaim0.688
  Identifies the key scholarly absence that motivates the exploration: studies exist on investor relations and VC performance separately, but not their correlation.
• Whether conclusions about latent reflection directions generalize to larger LLMs, different architectures, or broader datasets remains to be verified.question0.687
  Key limitation and open question about experimental scope.
• Choice among alternatives as a group design strategy does not work realistically because alternatives differ on too many dimensions simultaneously for consensus to formclaim0.687
  Alexander's critique of conventional democratic design processes based on multiple-choice selection.
• Humans prefer representative distributions over non-representative ones when evaluating outputs at the distribution level, providing a reward gap that VS exploitshypothesis0.682
  Assumption D.3 formalized in the theoretical framework; empirically validated with coin-flip sequence experiments