G3-F wins 67.9% of 28 mixed games (vs three code agents)

Entities in the same semantic neighborhood but without a typed relation to this one — candidates for new edges or unrecognized duplicates.

• G3.1-FL wins 50.0% of 28 mixed gamesfinding0.893
  Half the games won against code agents.
• G3-F mixed-format win rate=67.9% over 28 gamesfinding0.861
  performance in mixed games against three code agents
• Gemini 3 Flash wins 67.9% of its 28 mixed-format games against code agentsfinding0.841
  In the 172-game exp2 slice, G3-F has the highest LLM win rate against deterministic baselines.
• DS-v3.2 wins 10.7% of mixed gamesfinding0.841
  Poor performance against code agents.
• GPT5.4-N wins 14.3% of mixed gamesfinding0.833
  Similarly poor against code agents.
• G3-F win rate=72.9% in 98 canonical gamesfinding0.824
  Gemini 3 Flash won nearly 3/4 of its games
• G3-F TrueSkill μ=30.1 ± 3.3, 72.9% wins, median score 5,250 on combined-comp1 slice (n=98 canonical games)finding0.781
  Top LLM performance with high win rate and large score.
• The three code agents never overbidfinding0.766
  Deterministic heuristics avoid the overbidding failure mode entirely.