{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,8]],"date-time":"2026-02-08T05:25:41Z","timestamp":1770528341891,"version":"3.49.0"},"publisher-location":"Cham","reference-count":26,"publisher":"Springer Nature Switzerland","isbn-type":[{"value":"9783032155375","type":"print"},{"value":"9783032155382","type":"electronic"}],"license":[{"start":{"date-parts":[[2026,1,1]],"date-time":"2026-01-01T00:00:00Z","timestamp":1767225600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2026,1,1]],"date-time":"2026-01-01T00:00:00Z","timestamp":1767225600000},"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\/978-3-032-15538-2_7","type":"book-chapter","created":{"date-parts":[[2026,2,7]],"date-time":"2026-02-07T06:29:27Z","timestamp":1770445767000},"page":"109-126","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["NarrativeMind: A Dynamic Neural-Symbolic Decoder for\u00a0Culturally-Authentic Arabic Story Generation"],"prefix":"10.1007","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-4216-1721","authenticated-orcid":false,"given":"Mossab","family":"Ibrahim","sequence":"first","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4906-9837","authenticated-orcid":false,"given":"Pablo","family":"Gerv\u00e1s","sequence":"additional","affiliation":[]},{"ORCID":"https:\/\/orcid.org\/0000-0001-7659-1482","authenticated-orcid":false,"given":"Gonzalo","family":"M\u00e9ndez","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2026,2,8]]},"reference":[{"key":"7_CR1","doi-asserted-by":"crossref","unstructured":"Habash, N.: Introduction to Arabic Natural Language Processing. Morgan & Claypool Publishers (2010)","DOI":"10.1007\/978-3-031-02139-8"},{"key":"7_CR2","doi-asserted-by":"crossref","unstructured":"Abdul-Mageed, M., Elmadany, A., Nagoudi, E.M.B.: MARBERT: deep bidirectional transformers for Arabic. arXiv preprint arXiv:2101.01785 (2021)","DOI":"10.18653\/v1\/2021.acl-long.551"},{"key":"7_CR3","doi-asserted-by":"crossref","unstructured":"Kaplony, A.: Comparing Qur\u0101nic Suras with Pre-800 documents. Der Islam 95(2), 341\u2013374 (2018)","DOI":"10.1515\/islam-2018-0026"},{"key":"7_CR4","unstructured":"Badawi, A.: Cultural rhetoric: region-specific devices in traditional narratives. J. Arabic Liter. Stud. 10(3), 123\u2013145 (2019)"},{"issue":"10","key":"7_CR5","doi-asserted-by":"publisher","first-page":"1548","DOI":"10.3390\/math12101548","volume":"12","author":"A Alhussain","year":"2024","unstructured":"Alhussain, A., Azmi, A.M.: Beyond event-centric narratives: advancing Arabic story generation with large language models and beam search. Mathematics 12(10), 1548 (2024)","journal-title":"Mathematics"},{"key":"7_CR6","unstructured":"Almeman, A., et al.: Large language models: a survey of their abilities, applications, and limitations in the Arabic language. arXiv preprint arXiv:2310.09848 (2023)"},{"key":"7_CR7","doi-asserted-by":"publisher","unstructured":"Reiter, E.: Natural Language Generation. Springer, Cham (2024). https:\/\/doi.org\/10.1007\/978-3-031-68582-8","DOI":"10.1007\/978-3-031-68582-8"},{"key":"7_CR8","unstructured":"Lu, X., et al.: Neurologic: Constrained Decoding for Language Generation (2021)"},{"key":"7_CR9","unstructured":"Antoun, W., Baly, F., Hajj, H.: AraBERT: transformer-based model for Arabic language understanding. arXiv preprint arXiv:2003.00104 (2020)"},{"key":"7_CR10","unstructured":"Antoun, W., Baly, F., Hajj, H.: AraGPT2: pre-trained transformer for Arabic language generation. arXiv preprint arXiv:2102.01691 (2021)"},{"key":"7_CR11","unstructured":"Muennighoff, N., Scao, T.L., Rogers, A., et al.: Cross-lingual generalization through multitask fine-tuning. arXiv preprint arXiv:2211.01786 (2022)"},{"key":"7_CR12","unstructured":"AlShammari, F., Alshahrani, S., Alrashidi, F., et al.: JASMINE: reinforcement learning-based Arabic story generator. In: Proceedings of the 2023 International Conference on Arabic NLP (ICANLP), pp. 115\u2013126 (2023)"},{"key":"7_CR13","unstructured":"Obeid, O., Zalmout, N., Khalifa, S., et al.: CAMeL tools: an open-source python toolkit for arabic natural language processing. In: Proceedings of the Twelfth Language Resources and Evaluation Conference, 7022\u20137032. European Language Resources Association (2020)"},{"key":"7_CR14","doi-asserted-by":"crossref","unstructured":"Smith, L., Idrissi, Y., Al-Mutairi, S.: Neuro-symbolic knowledge graph integration for narrative reasoning. ACM Trans. Asian Low-Res. Lang. Inf. Process. 23(1), 12\u201334 (2024)","DOI":"10.1145\/3644820"},{"key":"7_CR15","doi-asserted-by":"crossref","unstructured":"Papineni, K., Roukos, S., Ward, T., Zhu, W.J.: BLEU: a method for automatic evaluation of machine translation. In: Proceedings of the 40th Annual Meeting of the Association for Computational Linguistics, pp. 311\u2013318 (2002)","DOI":"10.3115\/1073083.1073135"},{"issue":"6","key":"7_CR16","doi-asserted-by":"publisher","first-page":"333","DOI":"10.1145\/360825.360855","volume":"18","author":"AV Aho","year":"1975","unstructured":"Aho, A.V., Corasick, M.J.: Efficient string matching: An aid to bibliographic search. Commun. ACM 18(6), 333\u2013340 (1975)","journal-title":"Commun. ACM"},{"key":"7_CR17","unstructured":"Hu, E., et al.: LoRA: low-rank adaptation of large language models. arXiv preprint arXiv:2106.09685, 2021"},{"key":"7_CR18","unstructured":"Bouamor, H.,\u00a0Habash, N.,\u00a0Salameh, M.: The MADAR Arabic dialect corpus and lexicon. In: Proceedings of LREC, pp. 117\u2013123 (2018)"},{"key":"7_CR19","unstructured":"Loshchilov, I.,\u00a0Hutter, F.: Decoupled weight decay regularization. arXiv preprint arXiv:1711.05101 (2017)"},{"key":"7_CR20","unstructured":"OpenAI. GPT-4 Technical Report. arXiv preprint arXiv:2303.08774 (2023)"},{"key":"7_CR21","unstructured":"Muennighoff, N.,\u00a0Wang, S.,\u00a0Du, S., et al.: Crosslingual generalization through multitask finetuning. arXiv preprint arXiv:2211.01786 (2022)"},{"issue":"1","key":"7_CR22","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1163\/157006472X00017","volume":"3","author":"JT Monroe","year":"1972","unstructured":"Monroe, J.T.: Oral composition in pre-islamic poetry: theory and practice. J. Arabic Literat. 3(1), 1\u201353 (1972)","journal-title":"J. Arabic Literat."},{"key":"7_CR23","unstructured":"Kaplan, J., et al.: Scaling laws for neural language models. arXiv preprint arXiv:2001.08361 (2020)"},{"key":"7_CR24","doi-asserted-by":"crossref","unstructured":"Devlin, J., Chang, M.-W.,\u00a0Lee, K.,\u00a0Toutanova, K.: BERT: pre-training of deep bidirectional transformers for language understanding. In: Proceedings of NAACL-HLT, pp. 4171\u20134186 (2019)","DOI":"10.18653\/v1\/N19-1423"},{"issue":"1","key":"7_CR25","doi-asserted-by":"publisher","first-page":"11","DOI":"10.1109\/TDSC.2004.2","volume":"1","author":"A Avizienis","year":"2004","unstructured":"Avizienis, A., Laprie, J.-C., Randell, B., Landwehr, C.: Basic concepts and taxonomy of dependable and secure computing. IEEE Trans. Dependable Secure Comput. 1(1), 11\u201333 (2004)","journal-title":"IEEE Trans. Dependable Secure Comput."},{"issue":"6","key":"7_CR26","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1145\/3457607","volume":"54","author":"N Mehrabi","year":"2021","unstructured":"Mehrabi, N., Morstatter, F., Saxena, N., Lerman, K., Galstyan, A.: A survey on bias and fairness in machine learning. ACM Comput. Surv. (CSUR) 54(6), 1\u201335 (2021)","journal-title":"ACM Comput. Surv. (CSUR)"}],"container-title":["Lecture Notes in Computer Science","Cooperative Information Systems"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-032-15538-2_7","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,2,7]],"date-time":"2026-02-07T06:29:30Z","timestamp":1770445770000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-032-15538-2_7"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026]]},"ISBN":["9783032155375","9783032155382"],"references-count":26,"URL":"https:\/\/doi.org\/10.1007\/978-3-032-15538-2_7","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026]]},"assertion":[{"value":"8 February 2026","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"CoopIS","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Cooperative Information Systems","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Marbella","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Spain","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":"20 October 2025","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"22 October 2025","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"31","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"coopis2025","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/coopis.scitevents.org\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}