Gemini 2.5 Flash Lite bid aggressiveness stays flat (~2.07 early, 2.08 late)

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

• Gemini 3 Flash bid aggressiveness ramp from 0.26 early to 2.49 latefinding0.895
  G3-F escalates bidding by nearly 10× from early to late game, adapting to phase.
• Gemini 2.5 Flash Lite self-bidding rate 78.5%finding0.854
  G2.5-FL raises its own bid in over three-quarters of auction rounds.
• Gemini 2.5 Flash Lite overbid rate 1.20%finding0.853
  G2.5-FL has the highest overbid frequency among all agents.
• G2.5-FL bid aggressiveness 2.07 early and 2.08 late (no adaptation)finding0.840
  Failure to adapt bidding to game phase.
• Gemini 3.1 Flash Lite buy-right percentage 31.3%finding0.833
  G3.1-FL frequently exercises the buy-right to keep auctioned cards.
• Gemini 2.5 Flash Lite capital efficiency η = 0.23finding0.802
  G2.5-FL has extremely low points per coin spent, indicating poor resource use.
• GPT5.4-N late bid aggressiveness 2.09finding0.797
  Aggressive late but inefficient.
• Gemini 3 Flash wins 67.9% of its 28 mixed-format games against code agentsfinding0.787
  In the 172-game exp2 slice, G3-F has the highest LLM win rate against deterministic baselines.