What Are The Failure Modes And Optimal Intervention

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• Do these failure modes generalise to other economic settings?question0.760
  open question from discussion
• Do these failure modes (overbidding, self-bidding, bankrupt initiation) generalise to other economic settings?question0.757
  Remains untested whether the specific LLM failures observed in CATTLE TRADE extend beyond this game.
• Mode Collapseconcept0.734
  The phenomenon whereby aligned LLMs favor a narrow set of responses over all plausible outputs, significantly reducing output diversity
• optimization of interventions to follow behavior manifold M_ymethod0.719
  Method that optimizes activation interventions so that resulting behaviors trace M_y, recovering activation paths that follow M_h curvature.
• Intervention Propagationconcept0.717
  Property that additive modifications to activations affect all downstream computations, enabling tractable behavioral control
• Modes of Interaction (Dimension)concept0.714
• Some failures may reflect prompt design rather than model limitations, but the underlying issue is one of reasoning rather than instruction-following.claim0.710
  Acknowledges the confound of not explicitly instructing models to track wealth, yet points to reasoning gaps given code agents avoid errors without prompts.
• Single-method persona safety evaluation is incomplete: prompting and activation steering expose different, architecture-dependent vulnerability profiles, and testing with only one method can miss a model's dominant failure mode.claim0.708
  Central thesis of the paper