{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,11,22]],"date-time":"2025-11-22T06:34:27Z","timestamp":1763793267337,"version":"3.45.0"},"publisher-location":"Singapore","reference-count":21,"publisher":"Springer Nature Singapore","isbn-type":[{"value":"9789819533428","type":"print"},{"value":"9789819533435","type":"electronic"}],"license":[{"start":{"date-parts":[[2025,11,23]],"date-time":"2025-11-23T00:00:00Z","timestamp":1763856000000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2025,11,23]],"date-time":"2025-11-23T00:00:00Z","timestamp":1763856000000},"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":[[2026]]},"DOI":"10.1007\/978-981-95-3343-5_21","type":"book-chapter","created":{"date-parts":[[2025,11,22]],"date-time":"2025-11-22T06:31:11Z","timestamp":1763793071000},"page":"265-278","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["RHDG: Retrieval-Augmented Heuristics-Driven Demonstration Generation for\u00a0Document-Level Event Argument Extraction"],"prefix":"10.1007","author":[{"given":"Jianwen","family":"Luo","sequence":"first","affiliation":[]},{"given":"Yu","family":"Hong","sequence":"additional","affiliation":[]},{"given":"Shuai","family":"Yang","sequence":"additional","affiliation":[]},{"given":"Qingting","family":"Xu","sequence":"additional","affiliation":[]},{"given":"Jianmin","family":"Yao","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2025,11,23]]},"reference":[{"key":"21_CR1","doi-asserted-by":"publisher","unstructured":"Grishman, R.: Twenty-five years of information extraction. Natural Lang. Eng. 25(6), 677 692 (2019). https:\/\/doi.org\/10.1017\/S1351324919000512","DOI":"10.1017\/S1351324919000512"},{"key":"21_CR2","doi-asserted-by":"crossref","unstructured":"Ebner, S., Xia, P., Culkin, R., Rawlins, K., Van\u00a0Durme, B.: Multi-sentence argument linking. In: ACL, pp. 8057\u20138077, July 2020. https:\/\/aclanthology.org\/2020.acl-main.718","DOI":"10.18653\/v1\/2020.acl-main.718"},{"key":"21_CR3","doi-asserted-by":"crossref","unstructured":"Agrawal, M., Hegselmann, S., Lang, H., Kim, Y., Sontag, D.: Large language models are few-shot clinical information extractors. In: EMNLP, pp. 1998\u20132022 (Dec 2022)","DOI":"10.18653\/v1\/2022.emnlp-main.130"},{"key":"21_CR4","unstructured":"Wang, X., Zhou, W., Zu, C., Xia, H., Chen, T., et\u00a0al.: Instructuie: multi-task instruction tuning for unified information extraction. arXiv preprint arXiv:2304.08085 (2023)"},{"key":"21_CR5","unstructured":"Xiao, X., Wang, Y., Xu, N., Wang, Y., Yang, H., et\u00a0al.: Yayi-uie: a chat-enhanced instruction tuning framework for universal information extraction. arXiv preprint arXiv:2312.15548 (2023)"},{"key":"21_CR6","doi-asserted-by":"crossref","unstructured":"Li, Z., Zeng, Y., Zuo, Y., Ren, W., Liu, W., et\u00a0al.: KnowCoder: Coding structured knowledge into LLMs for universal information extraction. In: ACL, pp. 8758\u20138779, August 2024. https:\/\/aclanthology.org\/2024.acl-long.475","DOI":"10.18653\/v1\/2024.acl-long.475"},{"issue":"6","key":"21_CR7","doi-asserted-by":"publisher","DOI":"10.1007\/s11704-024-40555-y","volume":"18","author":"D Xu","year":"2024","unstructured":"Xu, D., Chen, W., Peng, W., Zhang, C., Xu, T., et al.: Large language models for generative information extraction: a survey. Front. Comp. Sci. 18(6), 186357 (2024)","journal-title":"Front. Comp. Sci."},{"key":"21_CR8","doi-asserted-by":"crossref","unstructured":"Zhou, H., Qian, J., Feng, Z., Hui, L., Zhu, Z., Mao, K.: LLMs learn task heuristics from demonstrations: a heuristic-driven prompting strategy for document-level event argument extraction. In: ACL. pp. 11972\u201311990, August 2024. https:\/\/aclanthology.org\/2024.acl-long.647","DOI":"10.18653\/v1\/2024.acl-long.647"},{"key":"21_CR9","doi-asserted-by":"crossref","unstructured":"Zhang, G., Zhang, H., Wang, Y., Li, R., Tan, H., Liang, J.: Hyperspherical multi-prototype with optimal transport for event argument extraction. In: ACL, pp. 9271\u20139284, August 2024. https:\/\/aclanthology.org\/2024.acl-long.502","DOI":"10.18653\/v1\/2024.acl-long.502"},{"key":"21_CR10","doi-asserted-by":"crossref","unstructured":"Liu, W., Cheng, S., Zeng, D., Hong, Q.: Enhancing document-level event argument extraction with contextual clues and role relevance. In: Findings of the Association for Computational Linguistics: ACL 2023, pp. 12908\u201312922, July 2023","DOI":"10.18653\/v1\/2023.findings-acl.817"},{"key":"21_CR11","doi-asserted-by":"crossref","unstructured":"Ma, Y., Wang, Z., Cao, Y., Li, M., Chen, M., et\u00a0al.: Prompt for extraction? PAIE: Prompting argument interaction for event argument extraction. In: ACL, pp. 6759\u20136774, May 2022. https:\/\/aclanthology.org\/2022.acl-long.466","DOI":"10.18653\/v1\/2022.acl-long.466"},{"key":"21_CR12","doi-asserted-by":"crossref","unstructured":"Zhou, H., Mao, K.: Document-level event argument extraction by leveraging redundant information and closed boundary loss. In: NAACL, pp. 3041\u20133052 (Jul 2022)","DOI":"10.18653\/v1\/2022.naacl-main.222"},{"key":"21_CR13","unstructured":"Xu, R., Liu, T., Li, L., Chang, B.: Document-level event extraction via heterogeneous graph-based interaction model with a tracker. In: ACL, pp. 3533\u20133546, August 2021. https:\/\/aclanthology.org\/2021.acl-long.274"},{"key":"21_CR14","unstructured":"Ouyang, L., Wu, J., Jiang, X., Almeida, D., Wainwright, C., et\u00a0al.: Training language models to follow instructions with human feedback. In: NIPS, vol.\u00a035, pp. 27730\u201327744 (2022)"},{"key":"21_CR15","unstructured":"Achiam, J., Adler, S., Agarwal, S., Ahmad, L., Akkaya, I., et\u00a0al.: Gpt-4 technical report. arXiv preprint arXiv:2303.08774 (2023)"},{"key":"21_CR16","unstructured":"Dubey, A., Jauhri, A., Pandey, A., Kadian, A., Al-Dahle, A., et\u00a0al.: The llama 3 herd of models. arXiv preprint arXiv:2407.21783 (2024)"},{"key":"21_CR17","doi-asserted-by":"publisher","unstructured":"Alodadi, M., Janeja, V.P.: Similarity in patient support forums using tf-idf and cosine similarity metrics. In: 2015 International Conference on Healthcare Informatics, pp. 521\u2013522 (2015). https:\/\/doi.org\/10.1109\/ICHI.2015.99","DOI":"10.1109\/ICHI.2015.99"},{"key":"21_CR18","unstructured":"Lin, C.Y.: ROUGE: a package for automatic evaluation of summaries. In: Text Summarization Branches Out, pp. 74\u201381, July 2004"},{"key":"21_CR19","unstructured":"Wei, J., Wang, X., Schuurmans, D., Bosma, M., Ichter, B., et\u00a0al.: Chain-of-thought prompting elicits reasoning in large language models. In: NIPS. NIPS \u201922 (2024)"},{"key":"21_CR20","doi-asserted-by":"crossref","unstructured":"Shuang, K., Zhouji, Z., Qiwei, W., Guo, J.: Thinking about how to extract: energizing LLMs\u2019 emergence capabilities for document-level event argument extraction. In: Findings of the Association for Computational Linguistics: ACL 2024, pp. 5520\u20135532, August 2024","DOI":"10.18653\/v1\/2024.findings-acl.328"},{"key":"21_CR21","doi-asserted-by":"crossref","unstructured":"Zhang, X.F., Blum, C., Choji, T., Shah, S., Vempala, A.: ULTRA: unleash LLMs\u2019 potential for event argument extraction through hierarchical modeling and pair-wise self-refinement. In: Findings of the Association for Computational Linguistics: ACL 2024, pp. 8172\u20138185, August 2024","DOI":"10.18653\/v1\/2024.findings-acl.487"}],"container-title":["Lecture Notes in Computer Science","Natural Language Processing and Chinese Computing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-981-95-3343-5_21","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,11,22]],"date-time":"2025-11-22T06:31:15Z","timestamp":1763793075000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-981-95-3343-5_21"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,11,23]]},"ISBN":["9789819533428","9789819533435"],"references-count":21,"URL":"https:\/\/doi.org\/10.1007\/978-981-95-3343-5_21","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,11,23]]},"assertion":[{"value":"23 November 2025","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"NLPCC","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"CCF International Conference on Natural Language Processing and Chinese Computing","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Urumqi","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"China","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2025","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"7 August 2025","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"9 August 2025","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"14","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"nlpcc2025","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"http:\/\/tcci.ccf.org.cn\/conference\/2025\/index.php","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}