G3.1-FL buy-right rate 31.3%

High buy-right usage among LLMs.

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.

G3-F overbid rate=0.00%finding0.806
Gemini 3 Flash never overbid
G3.1-FL median score=3,930finding0.800
median final score, slightly higher than TrackerAgent despite lower win rate
G3.1-FL TrueSkill μ=28.0 ± 2.9, 44.9% win ratefinding0.794
Second-best LLM, competitive with TrackerAgent.
G3.1-FL wins 50.0% of 28 mixed gamesfinding0.770
Half the games won against code agents.
TrackerAgent buy-right percentage 34.4%finding0.770
TrackerAgent has the highest buy-right rate among all agents.
G3-F mixed-format win rate=67.9% over 28 gamesfinding0.764
performance in mixed games against three code agents
G2.5-FL self-bid rate=78.5%finding0.764
highest self-bid rate among all agents
Gemini 3.1 Flash Lite buy-right percentage 31.3%finding0.754
G3.1-FL frequently exercises the buy-right to keep auctioned cards.