[1] 中华人民共和国发展和改革委员会规划司. “十四五”规划《纲要》解读文章之37: 全面提高公共安全保障能力[EB/OL]. [2024-09-26]. https://www.ndrc.gov.cn/fggz/fzzlgh/gjfzgh/202112/t20211225_1309725.html. (Planning Department of the Development and Reform Commission of the People's Republic of China. The '14th Five-Year Plan' outline interpretation of article 37|comprehensively improve the ability of public security[EB/OL]. [2024-09-26]. https://www.ndrc.gov.cn/fggz/fzzlgh/gjfzgh/202112/t20211225_1309725.html.)
[2] CARION N, MASSA F, SYNNAEVE G, et al. End-to-end object detection with transformers[C]//European conference on computer vision. Cham: Springer, 2020: 213-229.
[3] Uberi. speech_recognition[EB/OL]. [2024-09-26]. https://github.com/Uberi/speech_recognition.
[4] 唐明伟, 苏新宁, 王昊. 突发事件应急响应情报体系案例解析——以公共安全事件为例[J]. 情报科学, 2019, 37(1): 105-111. (TANG M W, SU X N, WANG H. A case study on emergency rapid response intelligence system:base on the public safety emergency[J]. Information science, 2019, 37(1): 105-111.)
[5] 张洪波. 公共安全事件的趋势及应对[J]. 江海学刊, 2012(6): 122-127. (ZHANG H B. Trends and countermeasures of public security incidents[J]. Jianghai academic journal, 2012(6): 122-127.)
[6] 郭景涛. 城市群重大公共安全事件应急指挥协同研究[D]. 武汉: 华中科技大学, 2016. (GUO J T. A dissertation submitted in partial fulfillment of the requirementsfor the degree of doctor of management[D]. Wuhan: Huazhong University of Science and Technology, 2016.)
[7] 国家标准化管理委员会.关于印发《关于实施公共安全标准化筑底工程的指导意见》的通知[EB/OL]. [2024-10-03]. https://www.gov.cn/zhengce/zhengceku/202406/content_6956115.htm. (Standardization administration of China. Notice on the issuance of “guiding opinions on the implementation of public safety standardization base construction project”[EB/OL]. [2024-10-03]. https://www.gov.cn/zhengce/zhengceku/202406/content_6956115.htm.)
[8] 钱刚毅, 佘廉, 张凯. 重大公共安全事件的预警及应急管理:现实挑战与发展建议[J]. 科技进步与对策, 2009, 26(12): 25-28. (QIAN G Y, SHE L, ZHANG K. Early warning and emergency management of major public security incidents : realistic challenges and development suggestions [J]. Science & technology progress and policy, 2009, 26(12): 25-28.)
[9] 刘挺. 从知识图谱到事理图谱[EB/OL]. [2024-09-26]. https://www.leiphone.com/category/ai/Fx6Mgs9WRPBshnIG.html. (LIU T. From knowledge graph to event evolutionary graph[EB/OL]. [2024-09-26]. https://www.leiphone.com/category/ai/Fx6Mgs9WRPBshnIG.html.)
[10] DING X, LI Z, LIU T, et al. ELG: an event logic graph[J]. arxiv preprint arxiv:1907.08015, 2019.
[11] 张海涛, 周红磊, 李佳玮, 等. 信息不完全状态下重大突发事件态势感知研究[J]. 情报学报, 2021, 40(9): 903-913. (ZHANG H T, ZHOU H L, LI J W, et al. Research on the situational awareness of a major emergency under incomplete information[J]. Journal of the China Society for Scientific and Technical Information, 2021, 40(9): 903-913.)
[12] HONG T, KIM D, JI M, et al. Bros: a pre-trained language model focusing on text and layout for better key information extraction from documents[C]//Proceedings of the aaai conference on artificial intelligence. New York: Association for the Advancement of Artificial Intelligence, 2022: 10767-10775.
[13] SHARMA S, ABULAISH M, AHMAD T. Contenxt: a graph-based approach to assimilate content and context for event detection in osn[J]. IEEE transactions on computational social systems, 2024, 11(6): 5483-5495.
[14] LI M, ZAREIAN A, ZENG Q, et al. Cross-media structured common space for multimedia event extraction[J]. arxiv preprint arxiv:2005.02472, 2020.
[15] LIU J, CHEN Y, XU J. Multimedia event extraction from news with a unified contrastive learning framework[C]//Proceedings of the 30th ACM international conference on multimedia. New York: ACM, 2022: 1945-1953.
[16] CHEN B, LIN X, THOMAS C, et al. Joint multimedia event extraction from video and article[J]. arxiv preprint arxiv:2109.12776,2021.
[17] LI J, ZHANG C, DU M, et al. Three stream based multi-level event contrastive learning for text-video event extraction[C]//Proceedings of the 2023 conference on empirical methods in natural language processing. Stroudsburg: ACL, 2023: 1666-1676.
[18] 胡欢. 面向热点话题的因果事理图谱构建及应用研究[D]. 青岛: 青岛大学, 2020. (HU H. Research on the construction and application of causal event graph for hot topics[D]. Qingdao: Qingdao University, 2020.)
[19] 魏建香, 梁帅, 朱云霞, 等. 事理图谱研究进展[J]. 情报资料工作, 2023, 44(6): 35-43. (WEI J X, LIANG S, ZHU Y X, et al. Progress in the study of event evolution graph[J]. Information and documentation services, 2023, 44(6): 35-43.)
[20] RINK B, BEJAN C A, HARABAGIU S. Learning textual graph patterns to detect causal event relations[C]//Twenty-third international FLAIRS conference. Florida: AAAI, 2010: 265-270.
[21] ZHAO S, LIU T, ZHAO S, et al. Event causality extraction based on connectives analysis[J]. Neurocomputing, 2016, 173: 1943-1950.
[22] 杨纪星, 杨波, 朱剑林, 等. 金融领域事件因果关系发现及事理图谱构建与应用[J]. 中文信息学报, 2023, 37(7): 131-142. (YANG J X, YANG B, ZHU J L, et al. Event causality extraction, eventic graph construction and application in financial domain[J]. Journal of Chinese information processing, 2023, 37(7): 131-142.)
[23] GAO J, YU H, ZHANG S. Joint event causality extraction using dual-channel enhanced neural network[J]. Knowledge-based systems, 2022, 258: 109935.
[24] 刘雅姝, 栾宇, 周红磊, 等. 基于事理图谱的重大突发事件动态演变研究[J]. 图书情报工作, 2022, 66(10): 143-151. (LIU W L, LUAN Y, ZHOU H L, et al. Research on the dynamic evolution of major emergencies based on event knowledge graph[J]. Library and information service, 2022, 66(10): 143-151.)
[25] 张海涛, 李佳玮, 刘伟利, 等. 重大突发事件事理图谱构建研究[J]. 图书情报工作, 2021, 65(18): 133-140. (ZHANG H T, LI J W, LIU W L, et al. Research on the construction of event knowledge graph of major emergencies[J]. Library and information service, 2021, 65(18): 133-140.)
[26] 周林兴, 王帅. 事理图谱模型下的重大突发事件网络舆情诱发与缓释机理研究[J]. 图书情报工作, 2023, 67(12): 58-69. (ZHOU L X, WANG S. Research on the triggering and mitigating mechanisms of network public opinion in major emergencies under the event evolutionary graph model[J]. Library and information service, 2023, 67(12): 58-69.)
[27] 曾子明, 李青青, 孙守强, 等. 面向突发公共卫生事件网络舆情的事理图谱构建及演化分析[J]. 情报理论与实践, 2023, 46(8): 147-155. (ZENG Z M, LI Q Q, SUN S Q, et al. Construction of the event evolution graph and analysis of evolutionary situation of network public opinion for public health emergencies[J]. Information studies: theory & application, 2023, 46(8): 147-155.)
[28] 肖乐, 陈啸林, 单昕. 面向储粮害虫的事理图谱构建研究[J]. 中国粮油学报, 2023, 38(10): 185-195. (XIAO L, CHEN X L, SHAN X. Construction of stored grain pest event evolutionary graph[J]. Journal of the Chinese cereals and oils association, 2023, 38(10): 185-195.)
[29] 李纲, 王施运, 毛进, 等. 面向态势感知的国家安全事件图谱构建研究[J]. 情报学报, 2021, 40(11): 1164-1175. (LI G, WANG S Y, MAO J, et al. Construction of national security event map and its application for situation awareness[J]. Journal of the China Society for Scientific and Technical Information, 2021, 40(11): 1164-1175.
[30] 刘政昊, 曾曦, 张志剑. 面向应急管理的金融突发事件事理知识图谱构建与分析研究[J]. 信息资源管理学报, 2022, 12(3): 137-151. (LIU Z H, ZENG X, ZHANG Z J. Research on construction and analysis of financial emergencies knowledge graph with event logical for emergency management[J]. Journal of information resources management, 2022, 12(3): 137-151.)
[31] 栾宇, 张海涛, 刘伟利, 等. 突发事件超本体:结构模型及构建方法[J]. 情报理论与实践, 2023, 46(3): 43-50. (LUAN Y, ZHANG H T, LIU W L et al. Emergency hyper-ontology: structural model and construction method[J]. Information studies: theory & application, 2023, 46(3): 43-50.)
[32] LAGOZE C, HUNTER J. The ABC ontology and model[J]. Journal of digital information, 2001, 2(2): 160-176.
[33] VAN HAGE W R, MALAISÉV, SEGERS R, et al. Design and use of the simple event model(SEM)[J]. Journal of Web semantics, 2011, 9(2): 128-136.
[34] 李跃艳, 王昊, 邓三鸿, 等. 面向事件本体的医学文本语义关联化研究[J]. 情报学报, 2022, 41(5): 497-511. (LI Y Y, WANG H, DENG SAN H, et al. Research on semantic relevance of medical text oriented to event ontology[J]. Journal of the China Society for Scientific and Technical Information, 2022, 41(5): 497-511.)
[35] 王晓爽, 诸云强. 生态环境执法事件本体构建研究和实践应用[J]. 环境污染与防治, 2022, 44(1): 117-122. (WANG X X, ZHU Y Q. Research and construction practice on ecological environment law enforcement event ontology[J]. Environmental pollution & control, 2022, 44(1): 117-122.)
[36] HAO P, XIAOZHI W, FENG Y, et al. The devil is in the details:on the pitfalls of event extraction evaluation[J]. arxiv preprint arxiv:2306.06918,2023.
[37] PENG H, WANG X, YAO F, et al. Omnievent: a comprehensive, fair, and easy-to-use toolkit for event understanding[J]. arxiv preprint arxiv:2309.14258,2023.
[38] ZHANG J, HE Q, ZHANG Y. Syntax grounded graph convolutional network for joint entity and event extraction[J]. Neurocomputing, 2021, 422: 118-128.
[39] ZHANG T, WHITEHEAD S, ZHANG H, et al. Improving event extraction via multimodal integration[C]//Proceedings of the 25th ACM international conference on multimedia. New York: ACM, 2017: 270-278.
[40] ZHANG X, WANG Z, LI P. Multimodal Chinese event extraction on text and audio[C]//2023 International joint conference on neural networks. Queensland: IEEE, 2023: 1-8.
[41] LIU T, ZHAO Y, WEI Y, et al. Concealed object detection for activate millimeter wave image[J]. IEEE transactions on industrial electronics, 2019, 66(12): 9909-9917.
[42] 张济民, 早克热·卡德尔, 艾山·吾买尔, 等. 基于改进Conformer的新闻领域端到端语音识别[J]. 中文信息学报, 2024, 38(4): 156-164. (ZHANG J M, ZAO K R K, AI S W, et al. End-to-end speech recognition in news field based on conformer[J]. Journal of Chinese information processing, 2024, 38(4): 156-164.)
[43] LI M, XU R, WANG S, et al. Clip-event: connecting text and images with event structures[C]//Proceedings of the IEEE/CVF conference on computer vision and pattern recognition. Piscataway: IEEE Computer Society, 2022: 16420-16429.
[44] 李忠阳. 面向文本事件预测的事理图谱构建及应用方法研究[D]. 哈尔滨: 哈尔滨工业大学, 2021. (LI Z Y. Eventic graphs construction and application methods for textual event prediction[D]. Haerbin: Harbin Institute of Technology, 2021.)
[45] 宁慧涵, 眭海刚, 王金地, 等. 顾及时空关系的事故灾难事理图谱构建方法研究[J]. 武汉大学学报(信息科学版), 2024, 49(5): 831-843. (NING H H, SUI H G, WANG J D et al. Construction of disaster event evolutionary graph based on spatiotemporal relationship[J]. Geomatics and information science of Wuhan University, 2024, 49(5): 831-843.)
[46] 李诗轩. 基于事理图谱的公共卫生事件次生衍生事件预警模型构建研究[J]. 中国安全生产科学技术, 2024, 20(3): 12-19. (LI S X. Construction of early-warning model for secondary and derivative events of public health emergencies based on event evolutionary graph[J]. Journal of safety science and technology, 2024, 20(3): 12-19.)
[47] FINK S. Crisis management: planning for the inevitable[M]. New York: American Management Association, 1986: 20.
[48] 郭倩倩. 突发事件的演化周期及舆论变化[J]. 新闻与写作, 2012(7): 9-12. (GUO Q Q. The evolution cycle of emergencies and the change of public opinion[J]. News and writing, 2012(7): 9-12.)