Do these failure modes (overbidding, self-bidding, bankrupt initiation) generalise to other economic settings?

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• Do these failure modes generalise to other economic settings?question0.874
  open question from discussion
• Overbid frequency, self-bidding rate, bankrupt-initiation patterns, and context-dependent offer calibration are failure modes invisible to both static evaluations and aggregate rankings like Eloclaim0.849
  key claim about the benchmark's unique diagnostic value
• Overbidding, self-bidding spirals, and undisciplined bluffing characterise failure.claim0.813
  Concrete failure signatures extracted from traces.
• Does a high self-bidding rate reflect a failure to detect non-competitive contexts or a deliberate escalation?question0.767
  Ambiguity in interpreting the self-bidding metric: from a single trace, cannot distinguish error from aggressive strategy.
• Two heuristic code agents outperform most tested LLMs, and behavioural traces surface recurring LLM failure modes including overbidding, self-bidding, bankrupt TC initiation, and weak opponent-state adaptation.quote0.766
  Abstract sentence summarising performance and failures.
• Do LLM failures in CATTLE TRADE reflect genuinely hard strategic problems or errors that novice humans also avoid?question0.742
  Open question about benchmarking against human players to calibrate difficulty.
• Out-of-distribution collapse in foundation models is the same failure mode as Levin's regeneration failures and Alexander's lifeless buildings: loss of multi-scale coherence under stress.claim0.732
• Do the documented failures reflect fundamental limitations or a cost-efficiency tradeoff of smaller models?question0.726
  question for future work on frontier models