Gemini 2.5 Flash Lite capital efficiency η = 0.23

G2.5-FL has extremely low points per coin spent, indicating poor resource use.

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 capital efficiency η=0.23finding0.850
very low efficiency; spends aggressively but extracts little score
Gemini 2.5 Flash Lite overbid rate 1.20%finding0.809
G2.5-FL has the highest overbid frequency among all agents.
Gemini 3.1 Flash Lite buy-right percentage 31.3%finding0.807
G3.1-FL frequently exercises the buy-right to keep auctioned cards.
Gemini 2.5 Flash Lite self-bidding rate 78.5%finding0.805
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)finding0.802
G2.5-FL shows no phase adaptation in bidding intensity.
TrackerAgent capital efficiency η=1.55finding0.797
code agent with high efficiency, close to top LLMs
Gemini 2.5 Flash Lite pays 1,193 coins per quartetfinding0.789
G2.5-FL's cost per quartet is nearly double that of efficient agents.
Gemini 3 Flash TC bargaining tightness τ ≈ 0.34finding0.781
G3-F achieves a TC tightness of about 0.34, meaning moderate overpayment in won challenges.