GPT5.4-N late bid aggressiveness 2.09

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

• DS-v3.2 late bid aggressiveness 1.65finding0.856
  Escalates but without discipline.
• G2.5-FL bid aggressiveness 2.07 early and 2.08 late (no adaptation)finding0.853
  Failure to adapt bidding to game phase.
• G3-F bid aggressiveness ramp 0.26 (early) → 2.49 (late), ≈10× escalationfinding0.799
  Strong phase-adaptive bidding.
• Gemini 2.5 Flash Lite bid aggressiveness stays flat (~2.07 early, 2.08 late)finding0.797
  G2.5-FL shows no phase adaptation in bidding intensity.
• Gemini 3 Flash bid aggressiveness ramp from 0.26 early to 2.49 latefinding0.777
  G3-F escalates bidding by nearly 10× from early to late game, adapting to phase.
• GPT5.4-N overbid rate=0.47%finding0.766
  overbid rate for GPT-5.4 Nano
• bid aggressivenessmethod0.756
  mean of bid divided by quartet value of auctioned animal
• GPT-5.4 Nano self-bidding rate 74.6%finding0.744
  GPT5.4-N also exhibits a high self-bidding propensity.