G3-F overbid rate=0.00%

Gemini 3 Flash never overbid

Source paper

extracted_from

(2026) · Robert Müller · Clemens Müller

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 overbid rate=1.20%, highest among all agentsfinding0.852
highest overbid frequency observed
GPT5.4-N overbid rate=0.47%finding0.841
overbid rate for GPT-5.4 Nano
DS-v3.2 overbid rate=0.49%finding0.833
overbid rate for DeepSeek v3.2
G3.1-FL buy-right rate 31.3%finding0.806
High buy-right usage among LLMs.
G3-F mixed-format win rate=67.9% over 28 gamesfinding0.791
performance in mixed games against three code agents
G3-F win rate=72.9% in 98 canonical gamesfinding0.778
Gemini 3 Flash won nearly 3/4 of its games
Haiku overbid rate=0.87%finding0.777
second highest overbid rate
G3-F score std=4,026 on median 5,250finding0.777
high variance in scores due to multiplicative scoring sensitivity