GPT-5.4 Nano self-bidding rate 74.6%

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

• G2.5-FL self-bid rate=78.5%finding0.803
  highest self-bid rate among all agents
• DS-v3.2 self-bid rate=75.4%finding0.802
  high self-bid rate for DeepSeek, one of the highest
• DeepSeek v3.2 self-bidding rate 75.4%finding0.793
  DS-v3.2 has a high proportion of self-bidding rounds.
• GPT5.4-N overbid rate=0.47%finding0.773
  overbid rate for GPT-5.4 Nano
• Gemini 2.5 Flash Lite self-bidding rate 78.5%finding0.767
  G2.5-FL raises its own bid in over three-quarters of auction rounds.
• GPT5.4-N late bid aggressiveness 2.09finding0.744
  Aggressive late but inefficient.
• GPT-4.1 reports subjective experience in 100% of self-referential trials vs. 0% in all control conditionsfinding0.738
  Specific result for GPT-4.1 in Experiment 1
• self-bidding rate metricmethod0.732
  Fraction of auction bids placed in rounds with no competing bid since the agent's last bid.