Long-horizon financial decision-making evaluation on EnterpriseArena (50 test episodes up to 132 months with 3 macroeconomic crises) using Gemini 3.1 Pro. Procedural Graph achieves full survival rate of 34.0% (vs baseline 6.0%) and average lifespan of 79.22 months (vs baseline 50.28 months).

Long-horizon financial decision-making evaluation on EnterpriseArena (50 test episodes up to 132 months with 3 macroeconomic crises) using Gemini 3.1 Pro. Procedural Graph achieves full survival rate of 34.0% (vs baseline 6.0%) and average lifespan of 79.22 months (vs baseline 50.28 months). · CiteArk

测量结果

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指标与条件	论文报告	最近可用实测	证据判断
configuration: Baseline	6%	—	尚未评估
configuration: Baseline	50.28 months	—	尚未评估
configuration: Baseline	31.85 million_usd	—	尚未评估
configuration: Baseline	100%	—	尚未评估
configuration: Baseline	38%	—	尚未评估
configuration: Baseline	8%	—	尚未评估
configuration: Baseline	0.89 calls_per_month	—	尚未评估
configuration: Baseline	21.82 million_usd	—	尚未评估
configuration: RAP (Kagaya et al., 2024)	6%	—	尚未评估
configuration: RAP (Kagaya et al., 2024)	51.34 months	—	尚未评估
configuration: RAP (Kagaya et al., 2024)	32.27 million_usd	—	尚未评估
configuration: RAP (Kagaya et al., 2024)	100%	—	尚未评估

Long-horizon financial decision-making evaluation on EnterpriseArena (50 test episodes up to 132 months with 3 macroeconomic crises) using Gemini 3.1 Pro. Procedural Graph achieves full survival rate of 34.0% (vs baseline 6.0%) and average lifespan of 79.22 months (vs baseline 50.28 months).

报告指标与观测值

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测量结果