Conversation content risk analysis and screening method, device, equipment and medium

By constructing a world model of a multimodal state space that integrates domain knowledge graphs and pre-trained dialogue models, the problem of risk prediction in existing dialogue systems is solved, enabling the pre-identification and screening of potential risks and improving the security and controllability of the dialogue process.

CN122414404APending Publication Date: 2026-07-17PING AN TECH (SHENZHEN) CO LTD
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Patent Information

Authority / Receiving Office
CN · China
Patent Type
Applications(China)
Current Assignee / Owner
PING AN TECH (SHENZHEN) CO LTD
Filing Date
2026-05-15
Publication Date
2026-07-17

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Abstract

本发明涉及智能决策技术领域，公开了一种对话内容风险分析与筛选方法、装置、设备及介质，包括：获取领域知识图谱数据与多轮对话历史样本数据并训练预训练对话模型；融合领域知识图谱数据与预训练对话模型构建世界模型；接收当前对话输入信息生成多个候选交互回复内容；基于世界模型对多个候选交互回复内容执行多轮推演得到多步推演状态序列；对多步推演状态序列进行风险分析并筛选目标交互回复内容并输出。本发明可应用于金融科技以及医疗健康等业务场景中，通过对候选交互回复内容进行多轮推演并开展风险分析，使对话系统在回复输出前能够识别潜在风险并进行筛选，从而提高对话交互的安全性与可控性。
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