G2.5-FL capital efficiency η=0.23

very low efficiency; spends aggressively but extracts little score

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 2.5 Flash Lite capital efficiency η = 0.23finding0.850
G2.5-FL has extremely low points per coin spent, indicating poor resource use.
TrackerAgent capital efficiency η=1.55finding0.810
code agent with high efficiency, close to top LLMs
capital efficiency ηmethod0.771
ratio of final score to gross outflow, measuring points per coin spent
capital efficiency (η) metricmethod0.770
Per-game score divided by gross outflow, measuring points per coin spent.
spending efficiency (capital efficiency η)concept0.726
Score per gross outflow of money; η > 1 means more than one point per coin spent.
G2.5-FL overbid rate=1.20%, highest among all agentsfinding0.724
highest overbid frequency observed
G2.5-FL cost per quartet 1,193 coinsfinding0.716
Much higher cost per quartet due to waste.
G2.5-FL repeatedly initiates TCs after depleting money through overbiddingfinding0.715
failure to condition action choice on resource state