{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,13]],"date-time":"2026-07-13T08:10:25Z","timestamp":1783930225018,"version":"3.55.0"},"publisher-location":"Singapore","reference-count":16,"publisher":"Springer Nature Singapore","isbn-type":[{"value":"9789819234318","type":"print"},{"value":"9789819234325","type":"electronic"}],"license":[{"start":{"date-parts":[[2026,7,14]],"date-time":"2026-07-14T00:00:00Z","timestamp":1783987200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2026,7,14]],"date-time":"2026-07-14T00:00:00Z","timestamp":1783987200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2027]]},"DOI":"10.1007\/978-981-92-3432-5_27","type":"book-chapter","created":{"date-parts":[[2026,7,13]],"date-time":"2026-07-13T07:40:53Z","timestamp":1783928453000},"page":"331-342","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["ES-RAG: Event-Entity Subgraph-Guided Retrieval-Augmented Generation Over Knowledge Graphs"],"prefix":"10.1007","author":[{"given":"Xinpeng","family":"Yang","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Shuangcheng","family":"Bai","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Zhengyi","family":"Bao","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yaqian","family":"Bao","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2026,7,14]]},"reference":[{"key":"27_CR1","unstructured":"Lewis, P., et al.: Retrieval-augmented generation for knowledge-intensive NLP tasks. Adv. Neural Inform. Process. Syst. 33, 9459\u20139474 (2020)"},{"key":"27_CR2","doi-asserted-by":"publisher","first-page":"3781","DOI":"10.1016\/j.procs.2024.09.178","volume":"246","author":"M Arslan","year":"2024","unstructured":"Arslan, M., Ghanem, H., Munawar, S., Cruz, C.: A survey on rag with llms. Procedia Comput. Sci. 246, 3781\u20133790 (2024)","journal-title":"Procedia Comput. Sci."},{"key":"27_CR3","unstructured":"Han, H., et al.: Retrieval-augmented generation with graphs (graphrag). arXiv preprint arXiv:2501.00309 (2024)"},{"key":"27_CR4","unstructured":"Zhang, Q., et al.: A survey of graph retrieval-augmented generation for customized large language models. arXiv preprint arXiv:2501.13958 (2025)"},{"key":"27_CR5","unstructured":"Edge, D.,: From local to global: a graph rag approach to query-focused summarization. arXiv preprint arXiv:2404.16130 (2024)"},{"key":"27_CR6","unstructured":"Guo, Z., Xia, L., Yu, Y., Ao, T., Huang, C.: Lightrag: Simple and fast retrieval augmented generation. arXiv preprint arXiv:2410.05779, vol. 2(3) (2024)"},{"key":"27_CR7","doi-asserted-by":"crossref","unstructured":"Deng, S., Rangwala, H., Ning, Y.: Dynamic knowledge graph based multi-event forecasting. In: Proceedings of the 26th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining, pp. 1585\u20131595 (2020)","DOI":"10.1145\/3394486.3403209"},{"key":"27_CR8","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2023.110917","volume":"278","author":"D Li","year":"2023","unstructured":"Li, D., Yan, L., Zhang, X., Jia, W., Ma, Z.: Eventkge: event knowledge graph embedding with event causal transfer. Knowl.-Based Syst. 278, 110917 (2023)","journal-title":"Knowl.-Based Syst."},{"issue":"7","key":"27_CR9","first-page":"7569","volume":"35","author":"S Guan","year":"2022","unstructured":"Guan, S., et al.: What is event knowledge graph: a survey. IEEE Trans. Knowl. Data Eng. 35(7), 7569\u20137589 (2022)","journal-title":"IEEE Trans. Knowl. Data Eng."},{"key":"27_CR10","doi-asserted-by":"crossref","unstructured":"Yang, Z., Qi, P., Zhang, S., Bengio, Y., Cohen, W., Salakhutdinov, R., Manning, C.D.: Hotpotqa: a dataset for diverse, explainable multi-hop question answering. In: Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing, pp. 2369\u20132380 (2018)","DOI":"10.18653\/v1\/D18-1259"},{"key":"27_CR11","doi-asserted-by":"crossref","unstructured":"Ho, X., Nguyen, A.K.D., Sugawara, S., Aizawa, A.: Constructing a multi-hop QA dataset for comprehensive evaluation of reasoning steps. In: Proceedings of the 28th International Conference on Computational Linguistics, pp. 6609\u20136625 (2020)","DOI":"10.18653\/v1\/2020.coling-main.580"},{"key":"27_CR12","unstructured":"Fan, T., Wang, J., Ren, X., Huang, C.: Minirag: towards extremely simple retrieval-augmented generation. arXiv preprint arXiv:2501.06713 (2025)"},{"key":"27_CR13","doi-asserted-by":"crossref","unstructured":"Li, D., Niu, Y., Ai, Y., Zou, X., Qi, B., Liu, J.: T-grag: a dynamic graphrag framework for resolving temporal conflicts and redundancy in knowledge retrieval. In: Proceedings of the 33rd ACM International Conference on Multimedia, pp. 11880\u201311889 (2025)","DOI":"10.1145\/3746027.3755628"},{"key":"27_CR14","doi-asserted-by":"crossref","unstructured":"Martis, L.: Luminirag: vision-enhanced graph rag for complex multi-modal document understanding. Authorea Preprints (2024)","DOI":"10.36227\/techrxiv.173386549.94077641\/v1"},{"key":"27_CR15","doi-asserted-by":"crossref","unstructured":"Tao, W., Li, X., Lan, Y., Qian, W.: Tagrag: tag-guided hierarchical knowledge graph retrieval-augmented generation. arXiv preprint arXiv:2601.05254 (2025)","DOI":"10.18653\/v1\/2026.findings-acl.321"},{"key":"27_CR16","unstructured":"Yang, Q.A.,: Qwen2.5 technical report (2025). https:\/\/arxiv.org\/abs\/2412.15115"}],"container-title":["Lecture Notes in Computer Science","Advanced Intelligent Computing Technology and Applications"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-981-92-3432-5_27","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,7,13]],"date-time":"2026-07-13T07:40:56Z","timestamp":1783928456000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-981-92-3432-5_27"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,7,14]]},"ISBN":["9789819234318","9789819234325"],"references-count":16,"URL":"https:\/\/doi.org\/10.1007\/978-981-92-3432-5_27","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,7,14]]},"assertion":[{"value":"14 July 2026","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"ICIC","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Intelligent Computing","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Toronto","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Canada","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2026","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"22 July 2026","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"26 July 2026","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"22","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"icic2026a","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"http:\/\/www.ic-icc.cn\/2026\/index.htm","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}