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在线阅读 --河北开放大学学报 2025年5期《档案知识服务场景中用户意图识别模型的构建逻辑》
档案知识服务场景中用户意图识别模型的构建逻辑
黄佳慧1,2
1. 岭南师范学院, 广东 湛江 524000;
2. 湘潭大学 公共管理学院, 湖南 湘潭 411105
起止页码: 98--103页
DOI:
摘要:
档案知识服务场景中构建用户意图识别模型面临查询表达多样、专业术语复杂和语义理解深度增加等挑战。构建逻辑遵循理论基础分析、思路设计、方法实现和效果验证的完整链条,借助档案领域特征驱动、多层次意图识别、知识图谱融合和上下文感知机制等构建思路形成系统化模型构建方法体系。跨领域验证与鲁棒性测试表明,该构建逻辑在档案知识服务场景有良好适用性,为档案知识服务智能化发展提供了完整的技术构建路径。

Construction Logic of User Intention Recognition Model in Archival Knowledge Service Scenarios
HUANG Jiahui1,2
1. Lingnan Normal University, Zhanjiang, Guangdong 524000;
2. School of Public Administration, Xiangtan University, Xiangtan, Hunan 411105, China
Abstract:
The construction of user intention recognition model under the scene of archival knowledge service faces challenges such as diverse query expressions, complex technical terms and increased semantic understanding. The construction logic follows the complete chain of theoretical basis analysis, idea design, method realization and effect verification, and forms a systematic model construction method system with the help of the construction ideas of archives domain feature-driven, multi-level intention recognition, knowledge map fusion and context-aware mechanism. Cross-domain verification and robustness test show that the construction logic has good applicability in archival knowledge service scenarios, and provides a complete technical construction path for the intelligent development of archival knowledge service.

收稿日期: 2025-5-13
基金项目:

参考文献:
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