基于预演理论与反事实反思的大模型态势预测和决策方法
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A Large Language Model-based Posture Prediction and Decision-making Method Integrating Pre-simulation Theory and Counterfactual Reflection
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    摘要:

    针对复杂战场环境下大模型(large language models,LLMs)态势预测与决策能力不足的问题,以人脑预演理论为核心出发点,提出一种融合预演机制与反事实反思的大模型作战决策方法。预演驱动的态势预测,结合军事常识、武器参数及态势推演路径混合全参微调,使大模型基于当前战场态势生成高置信度的未来态势预测结果;反事实反思的决策优化,针对备选决策模拟“未执行该决策”的反事实场景,对比“执行-未执行”的因果差异生成包含“风险-收益”权衡的综合决策。在两栖登陆想定中的仿真实验表明:该方法显著提升大模型的态势预测能力与作战决策水平,通过融合预演理论与反事实反思,有效增强了大模型在复杂战场中的决策效能,为智能指挥决策系统提供了新路径。

    Abstract:

    To address the deficiencies in posture prediction and decision-making capabilities of large language models (LLMs) in complex battlefield environments, this study takes the human mental simulation theory as its core foundation and proposes a combat decision-making method for LLMs that integrates mental simulation mechanisms with counterfactual reflection. The approach employs mental simulation-driven posture prediction, which combines full-parameter fine-tuning with military common sense, weapon parameters, and situational deduction pathways, enabling the LLM to generate high-confidence future posture predictions based on the current battlefield status. For decision optimization through counterfactual reflection, the method simulates "unexecuted" counterfactual scenarios for alternative decisions, compares causal differences between "executed" and "unexecuted" outcomes, and generates comprehensive decisions that balance "risk-reward" trade-offs. Simulation experiments in amphibious landing scenarios demonstrate that this method significantly enhances the posture prediction capability and combat decision-making performance of LLMs. By integrating mental simulation theory with counterfactual reflection, it effectively improves the decision-making efficacy of LLMs in complex battlefield environments, offering a new pathway for intelligent command and decision-making systems.

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叶 云.基于预演理论与反事实反思的大模型态势预测和决策方法[J].,2025,44(12).

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  • 收稿日期:2024-10-05
  • 最后修改日期:2024-11-15
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  • 在线发布日期: 2025-12-29
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