DS-v3.2 overbid rate=0.49%

overbid rate for DeepSeek v3.2

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%finding0.833
Gemini 3 Flash never overbid
DS-v3.2 self-bid rate=75.4%finding0.828
high self-bid rate for DeepSeek, one of the highest
G2.5-FL overbid rate=1.20%, highest among all agentsfinding0.815
highest overbid frequency observed
GPT5.4-N overbid rate=0.47%finding0.811
overbid rate for GPT-5.4 Nano
DS-v3.2 wins 10.7% of mixed gamesfinding0.801
Poor performance against code agents.
Gemini 2.5 Flash Lite overbid rate 1.20%finding0.787
G2.5-FL has the highest overbid frequency among all agents.
DS-v3.2 incrementing bid 10→850 over 49 sole-bidder roundsfinding0.776
possible 'treats-own-bid-as-competitor' pathology in one trace
DS-v3.2 late bid aggressiveness 1.65finding0.761
Escalates but without discipline.