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analysis","volume":"103","author":"Islam","year":"2020","journal-title":"Am J Trop Med Hyg"},{"key":"ref3","series-title":"Proceedings of the 24th ACM International on Conference on Information and Knowledge Management","first-page":"1867","article-title":"Realtime rumor debunking on twitter","author":"Liu","year":"2015"},{"key":"ref4","series-title":"Proceedings of the 24th International Conference on World Wide","first-page":"1395","article-title":"Enquiring minds: early detection of rumors in social media from enquiry posts","author":"Zhao","year":"2015"},{"key":"ref5","series-title":"Proceedings of the 20th International Conference on World Wide Web","first-page":"675","article-title":"Information credibility on Twitter","author":"Castillo","year":"2011"},{"key":"ref6","series-title":"Proceedings of the Web Conference 2020","article-title":"VRoC: variational autoencoder-aided multi-task rumor classifier based on text","author":"Cheng","year":"2020"},{"key":"ref7","series-title":"Proceedings of the 2017 ACM on Conference on Information and Knowledge Management","first-page":"797","article-title":"CSI: a hybrid deep model for fake news detection","author":"Ruchansky","year":"2017"},{"key":"ref8","series-title":"Proceedings of the Twenty-Sixth International Joint Conference on Artificial Intelligence","first-page":"3901","article-title":"A convolutional approach for misinformation identification","author":"Yu"},{"key":"ref9","series-title":"Companion Proceedings of the the Web Conference 2018","first-page":"585","article-title":"Detect rumor and stance jointly by neural multi-task learning","author":"Ma","year":"2018"},{"key":"ref10","doi-asserted-by":"crossref","first-page":"3839","DOI":"10.1007\/s10115-023-01902-w","article-title":"A survey on rumor detection and prevention in social media using deep learning","volume":"65. 10","author":"Pattanaik","year":"2023","journal-title":"Knowl Inf Syst"},{"key":"ref11","series-title":"The World Wide Web Conference","article-title":"Detect rumors on twitter by promoting information campaigns with generative adversarial learning","author":"Ma","year":"2019"},{"key":"ref12","series-title":"Proceedings of the Twenty-Fifth International Joint Conference on Artificial Intelligence, IJCAI\u201916","first-page":"3818","article-title":"Detecting rumors from microblogs with recurrent neural networks","author":"Ma","year":"2016"},{"key":"ref13","series-title":"International Conference on Combinatorial Optimization and Applications","first-page":"419","article-title":"Incorporating neural point process-based temporal feature for rumor detection","author":"Li","year":"2023"},{"key":"ref14","first-page":"549","article-title":"Rumor detection on social media with bi-directional graph convolutional networks","volume":"34","author":"Bian","year":"2020","journal-title":"Proc AAAI Conf Artif Intell"},{"key":"ref15","series-title":"Proceedings of the ACM Web Conference 2022","first-page":"2798","article-title":"Detecting false rumors from retweet dynamics on social media","author":"Naumzik","year":"2022"},{"key":"ref16","series-title":"Proceedings of the ACM Web Conference 2022","first-page":"2789","article-title":"Rumor detection on social media with graph adversarial contrastive learning","author":"Sun","year":"2022"},{"key":"ref17","series-title":"Proceedings of the 55th Annual Meeting of the Association for Computational Linguistics (ACL 2017)","first-page":"708","article-title":"Detect rumors in microblog posts using propagation structure via kernel learning","author":"Ma","year":"2017 Jul 30\u2013Aug 4"},{"key":"ref18","doi-asserted-by":"crossref","first-page":"e0168344","DOI":"10.1371\/journal.pone.0168344","article-title":"Rumor detection over varying time windows","volume":"12","author":"Kwon","year":"2017","journal-title":"PLoS One"},{"key":"ref19","series-title":"2015 IEEE 31st International Conference on Data Engineering","first-page":"651","article-title":"False rumors detection on Sina Weibo by propagation structures","author":"Wu","year":"2015"},{"key":"ref20","series-title":"Proceedings of the 2018 World Wide Web Conference","first-page":"933","article-title":"Community interaction and conflict on the web","author":"Kumar","year":"2018"},{"key":"ref21","doi-asserted-by":"crossref","first-page":"1146","DOI":"10.1126\/science.aap9559","article-title":"The spread of true and false news online","volume":"359","author":"Vosoughi","year":"2018","journal-title":"Science"},{"key":"ref22","unstructured":"Chen C, Shu K. Combating misinformation in the age of LLMs: opportunities and challenges. arXiv preprint arXiv:2311.05656. 2023."},{"key":"ref23","unstructured":"Ivan V, Mat\u00fa\u0161 P, Ivan S, Robert M, Dominik M, Maria B. Disinformation capabilities of large language models. arXiv preprint arXiv:2311.08838. 2023."},{"key":"ref24","unstructured":"Chen C, Shu K. Can LLM-generated misinformation be detected? arXiv preprint arXiv:2309.13788. 2024."},{"key":"ref25","series-title":"Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing","first-page":"5705","article-title":"Rumor detection on social media with crowd intelligence and ChatGPT-assisted networks","author":"Yang","year":"2023"},{"key":"ref26","first-page":"22105","article-title":"Bad actor, good advisor: exploring the role of large language models in fake news detection","volume":"38","author":"Hu","year":"2024","journal-title":"Proc AAAI Conf Artif Intell"},{"key":"ref27","doi-asserted-by":"crossref","unstructured":"Reimers N. Sentence-BERT: sentence embeddings using siamese BERT-networks. arXiv preprint arXiv:1908.10084. 2019.","DOI":"10.18653\/v1\/D19-1410"},{"key":"ref28","unstructured":"Huang Y, Xu J, Jiang Z, Lai J, Li Z, Yao Y, et al. Advancing transformer architecture in long-context large language models: a comprehensive survey. arXiv preprint arXiv:2311.12351. 2023."},{"key":"ref29","unstructured":"Xie W. Analysis of the reasoning with redundant information provided ability of large language models. arXiv preprint arXiv:2310.04039. 2023."},{"key":"ref30","first-page":"17682","article-title":"Graph of thoughts: solving elaborate problems with large language models","volume":"38","author":"Besta","year":"2024","journal-title":"AAAI Tech Track Nat Lang Process I"},{"key":"ref31","author":"Yao","journal-title":"Advances in Neural Information Processing Systems (NeurIPS 2023)"},{"key":"ref32","unstructured":"Liu Q, Tao X, Wu J, Wu S, Wang L. Can large language models detect rumors on social media? arXiv preprint arXiv:2402.03916. 2024."},{"key":"ref33","series-title":"Proceedings of the 25th ACM International Conference on Multimedia","first-page":"795","article-title":"Multimodal fusion with recurrent neural networks for rumor detection on microblogs","author":"Jin","year":"2017"},{"key":"ref34","series-title":"International Conference on Social Informatics","first-page":"109","article-title":"Exploiting context for rumour detection in social media","author":"Zubiaga","year":"2017"},{"key":"ref35","series-title":"Proceedings of the 44th International ACM SIGIR Conference on Research and Development in Information Retrieval","first-page":"153","article-title":"Hierarchical multi-modal contextual attention network for fake news detection","author":"Qian","year":"2021 Jul"},{"key":"ref36","unstructured":"Grattafiori A, Dubey A, Jauhri A, Pandey A, Kadian A, Al-Dahle A, et al. The Llama 3 herd of models. arXiv preprint arXiv:2407.21783. 2024."},{"key":"ref37","series-title":"Proceedings of the 24th ACM International on Conference on Information and Knowledge Management","first-page":"1751","article-title":"Detect rumors using time series of social context information on microblogging websites","author":"Ma","year":"2015"},{"key":"ref38","first-page":"7370","article-title":"Graph convolutional networks for text classification","volume":"33","author":"Yao","year":"2019","journal-title":"Proc AAAI Con Arti Intell."},{"key":"ref39","series-title":"Proceedings of the 24th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining","first-page":"849","article-title":"EANN: event adversarial neural networks for multi-modal fake news detection","author":"Wang","year":"2018"}],"container-title":["Computers, Materials & Continua"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/cdn.techscience.cn\/files\/cmc\/2025\/TSP_CMC-82-3\/TSP_CMC_59536\/TSP_CMC_59536.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,11,14]],"date-time":"2025-11-14T06:30:44Z","timestamp":1763101844000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.techscience.com\/cmc\/v82n3\/59900"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025]]},"references-count":39,"journal-issue":{"issue":"3","published-online":{"date-parts":[[2025]]},"published-print":{"date-parts":[[2025]]}},"URL":"https:\/\/doi.org\/10.32604\/cmc.2025.059536","relation":{},"ISSN":["1546-2226"],"issn-type":[{"value":"1546-2226","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025]]},"assertion":[{"value":"2024-10-10","order":0,"name":"received","label":"Received","group":{"name":"publication_history","label":"Publication History"}},{"value":"2024-12-18","order":1,"name":"accepted","label":"Accepted","group":{"name":"publication_history","label":"Publication History"}},{"value":"2025-03-06","order":2,"name":"published","label":"Published Online","group":{"name":"publication_history","label":"Publication History"}}]}}