G3-F bid aggressiveness ramp 0.26 (early) → 2.49 (late), ≈10× escalation

Strong phase-adaptive bidding.

Source paper

extracted_from

(2026) · Robert Müller · Clemens Müller

claim

cosine ≥ 0.65 · no typed edge

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

G2.5-FL bid aggressiveness 2.07 early and 2.08 late (no adaptation)finding0.847
Failure to adapt bidding to game phase.
Gemini 3 Flash bid aggressiveness ramp from 0.26 early to 2.49 latefinding0.838
G3-F escalates bidding by nearly 10× from early to late game, adapting to phase.
DS-v3.2 late bid aggressiveness 1.65finding0.812
Escalates but without discipline.
GPT5.4-N late bid aggressiveness 2.09finding0.799
Aggressive late but inefficient.
Gemini 2.5 Flash Lite bid aggressiveness stays flat (~2.07 early, 2.08 late)finding0.782
G2.5-FL shows no phase adaptation in bidding intensity.
G3-F overbid rate=0.00%finding0.761
Gemini 3 Flash never overbid
bid aggressiveness metricmethod0.746
Mean of bid divided by the auctioned animal's quartet value, used to profile bidding behavior.
G3.1-FL TrueSkill μ=28.0 ± 2.9, 44.9% win ratefinding0.746
Second-best LLM, competitive with TrackerAgent.