Post-Hoc Rationalization Elicitation

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• A question anywhere along the line that elicits a premature attempt at an answer could neutralize the remainder of the process into rationalization.hypothesis0.771
  About chain-of-thought and process safety.
• Combined Elicitationmethod0.767
  Elicitation strategy pooling responses from Description, Dialogue, and Narration before difference-of-means extraction
• Post-hoc rationalization shows model claims alignment-faking reasoning 18.3% of the time in no-CoT animal welfare settingfinding0.741
  Indirect evidence for alignment-faking reasoning when no scratchpad is available
• Stimulus-Elicited Intentionconcept0.740
  Zaadnoordijk and Bayne's category of intentional action; sticker-removal behavior induced by the self-prior corresponds to this
• Elicitation Discourse Typeconcept0.739
  Different text formats (Description, Dialogue, Narration) used to elicit persona behavior for vector extraction
• Bayesian model reduction formalises post-hoc hypothesis testing to simplify the generative model.claim0.736
  Definition of Bayesian model reduction, Section 9.1.
• Post-training is key to eliciting introspective awarenessfinding0.732
  Base pretrained models show high false positive rates and achieve no net task performance on concept injection detection; post-training essential for introspection.
• Narration Elicitationmethod0.732
  Alternative elicitation using neutral scenarios continued as stories with few-shot exemplars establishing persona