Gemini 2.5 Flash Lite overbid rate 1.20%

G2.5-FL has the highest overbid frequency among all agents.

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.

Gemini 3.1 Flash Lite buy-right percentage 31.3%finding0.872
G3.1-FL frequently exercises the buy-right to keep auctioned cards.
Gemini 2.5 Flash Lite self-bidding rate 78.5%finding0.868
G2.5-FL raises its own bid in over three-quarters of auction rounds.
Gemini 2.5 Flash Lite bid aggressiveness stays flat (~2.07 early, 2.08 late)finding0.853
G2.5-FL shows no phase adaptation in bidding intensity.
Gemini 2.5 Flash Lite capital efficiency η = 0.23finding0.809
G2.5-FL has extremely low points per coin spent, indicating poor resource use.
Gemini 3 Flash bid aggressiveness ramp from 0.26 early to 2.49 latefinding0.797
G3-F escalates bidding by nearly 10× from early to late game, adapting to phase.
Gemini 3 Flash wins 67.9% of its 28 mixed-format games against code agentsfinding0.788
In the 172-game exp2 slice, G3-F has the highest LLM win rate against deterministic baselines.
DS-v3.2 overbid rate=0.49%finding0.787
overbid rate for DeepSeek v3.2
Gemini 2.5 Flash Lite pays 1,193 coins per quartetfinding0.781
G2.5-FL's cost per quartet is nearly double that of efficient agents.