{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,4]],"date-time":"2026-05-04T23:19:47Z","timestamp":1777936787950,"version":"3.51.4"},"publisher-location":"Cham","reference-count":16,"publisher":"Springer Nature Switzerland","isbn-type":[{"value":"9783031965586","type":"print"},{"value":"9783031965593","type":"electronic"}],"license":[{"start":{"date-parts":[[2025,1,1]],"date-time":"2025-01-01T00:00:00Z","timestamp":1735689600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2025,1,1]],"date-time":"2025-01-01T00:00:00Z","timestamp":1735689600000},"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":[[2025]]},"DOI":"10.1007\/978-3-031-96559-3_4","type":"book-chapter","created":{"date-parts":[[2025,6,29]],"date-time":"2025-06-29T07:13:51Z","timestamp":1751181231000},"page":"52-66","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Integrating Case-Based Reasoning with\u00a0LLM for\u00a0Expense Fraud Detection"],"prefix":"10.1007","author":[{"given":"Xiaoyu","family":"Ge","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jiao","family":"Xu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2025,6,23]]},"reference":[{"key":"4_CR1","unstructured":"Adedoyin, A., Kapetanakis, S., Petridis, M., Panaousis, E.: Evaluating case-based reasoning knowledge discovery in fraud detection. In: ICCBR Workshops, pp. 182\u2013191 (2016)"},{"key":"4_CR2","doi-asserted-by":"crossref","unstructured":"Ali, A., et al.: Financial fraud detection based on machine learning: a systematic literature review. Appl. Sci. 12(19), 9637 (2022)","DOI":"10.3390\/app12199637"},{"key":"4_CR3","unstructured":"Anthropic: Claude 3.7 sonnet. Large Language Model (2025). https:\/\/www.anthropic.com\/claude. Accessed Mar 2025"},{"key":"4_CR4","unstructured":"Association of Certified Fraud Examiners: Occupational fraud 2022: A report to the nations. Technical report, Association of Certified Fraud Examiners (2022)"},{"key":"4_CR5","unstructured":"Association of Certified Fraud Examiners: Occupational fraud 2024: A report to the nations. Technical report, Association of Certified Fraud Examiners (2024)"},{"issue":"3","key":"4_CR6","doi-asserted-by":"publisher","first-page":"235","DOI":"10.1214\/ss\/1042727940","volume":"17","author":"RJ Bolton","year":"2002","unstructured":"Bolton, R.J., Hand, D.J.: Statistical fraud detection: a review. Stat. Sci. 17(3), 235\u2013255 (2002)","journal-title":"Stat. Sci."},{"issue":"6","key":"4_CR7","doi-asserted-by":"publisher","first-page":"170","DOI":"10.24018\/ejbmr.2024.9.6.2512","volume":"9","author":"JS Cho","year":"2024","unstructured":"Cho, J.S.: The process of internal corruption detection using the criminological approach based on case-based reasoning. Eur. J. Bus. Manag. Res. 9(6), 170\u2013176 (2024)","journal-title":"Eur. J. Bus. Manag. Res."},{"key":"4_CR8","unstructured":"Kapetanakis, S., Samakovitis, G., Gunasekera, P.B.D., Miltos, P.: The use of case-based reasoning for the monitoring of financial fraud transactions (2017)"},{"key":"4_CR9","unstructured":"Kaur, N., McPheat, L., Russo, A., Cohn, A.G., Madhyastha, P.: An empirical study of conformal prediction in LLM with asp scaffolds for robust reasoning. arXiv preprint arXiv:2503.05439 (2025)"},{"key":"4_CR10","unstructured":"Tulving, E., et al.: Episodic and semantic memory. In: Organization of Memory, vol. 1, pp. 381\u2013403 (1972)"},{"key":"4_CR11","doi-asserted-by":"crossref","unstructured":"Visbeek, S., Acar, E., den Hengst, F.: Explainable fraud detection with deep symbolic classification. In: World Conference on Explainable Artificial Intelligence, pp. 350\u2013373. Springer (2024)","DOI":"10.1007\/978-3-031-63800-8_18"},{"key":"4_CR12","unstructured":"Watson, I.: A case-based persistent memory for a large language model. arXiv preprint arXiv:2310.08842 (2023)"},{"key":"4_CR13","unstructured":"Wilkerson, K.: LLM reliability and CBR: how case based reasoning can improve the performance of large language models. In: DC at ICCBR2024 (2024)"},{"key":"4_CR14","doi-asserted-by":"crossref","unstructured":"Wilkerson, K., Leake, D.: On implementing case-based reasoning with large language models. In: ICCBR, pp. 404\u2013417. Springer (2024)","DOI":"10.1007\/978-3-031-63646-2_26"},{"key":"4_CR15","doi-asserted-by":"crossref","unstructured":"Wiratunga, N., et al.: CBR-RAG: case-based reasoning for retrieval augmented generation in LLMs for legal question answering. In: ICCBR, pp. 445\u2013460. Springer (2024)","DOI":"10.1007\/978-3-031-63646-2_29"},{"key":"4_CR16","doi-asserted-by":"crossref","unstructured":"Yu, H., Liu, Z., Luo, X.: Barely supervised learning for graph-based fraud detection. In: Proceedings of the AAAI Conference on Artificial Intelligence, vol.\u00a038, pp. 16,548\u201316,557 (2024)","DOI":"10.1609\/aaai.v38i15.29593"}],"container-title":["Lecture Notes in Computer Science","Case-Based Reasoning Research and Development"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-031-96559-3_4","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,5,2]],"date-time":"2026-05-02T03:44:04Z","timestamp":1777693444000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-031-96559-3_4"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025]]},"ISBN":["9783031965586","9783031965593"],"references-count":16,"URL":"https:\/\/doi.org\/10.1007\/978-3-031-96559-3_4","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025]]},"assertion":[{"value":"23 June 2025","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"ICCBR","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Case-Based Reasoning","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Biarritz","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"France","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":"30 June 2025","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"3 July 2025","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"33","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"iccbr2025","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}