库帕思高质量思维链（Chain-of-Thought）数据集-保险从业资格（CICE）篇

本数据集面向教育大模型研发团队、保险公司及保险培训机构，旨在解决CICE保险从业资格考试备考中专业知识体系复杂、实务应用能力不足等痛点。基于CICE考试大纲，将历年真题转化为思维链推理样本，系统覆盖人身保险产品设计、保险合同管理、保险公司经营、资产管理、风险管控及行业监管等核心知识领域。

通过思维链训练，可提升模型在保险产品分析、保险合同解读、公司运营管理及资产配置决策等方面的专业推理能力。与传统CICE题库不同，本数据集特别强化了“产品条款→客户需求→合规要求”三者关联的推理链路标注。

This dataset is targeted at educational large language model (LLM) R&D teams, insurance companies and insurance training institutions, aiming to address the pain points in the preparation for the China Insurance Practitioner Qualification Examination (CICE), including the complexity of professional knowledge systems and insufficient practical application capabilities. Based on the CICE examination syllabus, it converts cumulative past exam questions into chain-of-thought (CoT) reasoning samples, and comprehensively covers core knowledge areas including life insurance product design, insurance contract management, insurance company operations, asset management, risk control and industry regulation. Through chain-of-thought training, the model's professional reasoning abilities in areas such as insurance product analysis, insurance contract interpretation, company operation management and asset allocation decision-making can be enhanced. Unlike traditional CICE question banks, this dataset specially strengthens the annotations of the reasoning chain linking product clauses → customer needs → compliance requirements.

搜集汇总

背景与挑战

背景概述

本数据集面向教育大模型研发、保险机构及培训机构，基于CICE考试大纲将历年真题转化为思维链推理样本，系统覆盖保险产品设计、合同管理、公司经营等核心知识领域。它特别强化了产品条款、客户需求与合规要求之间的关联推理，旨在提升模型在保险专业领域的分析和决策能力。