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面向甘肃旅游大模型的知识注入数据集OA

A dataset of knowledge injection for Gansu tourism large models

中文摘要英文摘要

随着旅游业的数字化转型,智能化服务已成为现代旅行的重要组成部分.然而,现有的推荐和问答系统在知识覆盖范围和推理能力方面仍存在不足,难以满足多样化需求.为此,本研究构建了一个面向旅游大模型的高质量知识注入数据集,专注于甘肃地区,涵盖景点、酒店和美食三个核心维度.数据集通过多平台数据收集、人工整理和严格质控流程构建,包括数据源筛选、一致性校验和人工复核,以确保数据的准确性、全面性与关联性.经过整理,最终数据集包含810793组三元组、30045项实体和14项关系,并以知识图谱的形式组织.为便于直观展示和探索多维数据关联,采用Neo4j作为存储与可视化工具.本数据集的发布将为智慧旅游提供强有力的数据支持,并促进旅游领域的知识共享与智能系统的发展.

With the digital transformation of the tourism industry,intelligent services have become an important part of modern travel.However,existing recommendation and Q&A systems remain limited in terms of knowledge coverage and reasoning capabilities,making it difficult to meet diverse user demands.To this end,this study constructs a high-quality knowledge-injection dataset for tourism-oriented large models,focusing on the Gansu region and covering the three core dimensions:attractions,hotels,and cuisine.The dataset was constructed through multi-platform data collection,manual curation and strict quality control procedures,including data source selection,consistency checking and manual review,to ensure the accuracy,comprehensiveness and relevance of the data.After processing,the final dataset comprises 810,793 triples,30,045 entities,and 14 relationship types,organized in the form of a knowledge graph.To facilitate intuitive display and exploration of multi-dimensional data associations,Neo4j is used as the storage and visualization tool.The release of this dataset provides strong data support for smart tourism and promote knowledge sharing and the development of intelligent systems in tourism domain.

陈敏;朱登赟;万福成;于洪志;卢保青

西北民族大学语言与文化计算教育部重点实验室,兰州 730030兰州城市学院文史学院,兰州 730030西北民族大学甘肃省民族语言文化智能信息处理重点实验室,兰州 730030西北民族大学语言与文化计算教育部重点实验室,兰州 730030西北民族大学语言与文化计算教育部重点实验室,兰州 730030

知识图谱旅游大模型数据集构建旅游推荐智能问答

knowledge graphtourism large modeldataset constructiontourism recommendationintelligent Q&A

《中国科学数据(中英文网络版)》 2026 (1)

82-96,15

国家自然科学基金(62366046)甘肃省基础研究创新群体项目(24JRRA154)2025年甘肃省高校研究生"创新之星"项目(2025CXZX-243). National Natural Science Foundation of China(62366046)Gansu Province Basic Research Innovation Group Project(24JRRA154)Gansu Provincial University Graduate Students'Innovation Star'Project in 2025(2025CXZX-243).

10.11922/11-6035.csd.2024.0171.zh

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