{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,7]],"date-time":"2026-01-07T14:34:36Z","timestamp":1767796476732,"version":"3.49.0"},"reference-count":40,"publisher":"Springer Science and Business Media LLC","issue":"1","license":[{"start":{"date-parts":[[2026,1,7]],"date-time":"2026-01-07T00:00:00Z","timestamp":1767744000000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by-nc-nd\/4.0"},{"start":{"date-parts":[[2026,1,7]],"date-time":"2026-01-07T00:00:00Z","timestamp":1767744000000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by-nc-nd\/4.0"}],"funder":[{"name":"Manipal University Jaipur"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Discov Computing"],"DOI":"10.1007\/s10791-025-09877-8","type":"journal-article","created":{"date-parts":[[2026,1,7]],"date-time":"2026-01-07T11:29:25Z","timestamp":1767785365000},"update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Advancing news headline sarcasm detection through hybrid neural networks"],"prefix":"10.1007","volume":"29","author":[{"given":"Manish Chandra","family":"Roy","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Sukant Kishoro","family":"Bisoy","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Prabodh Kumar","family":"Sahoo","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Gaurav","family":"Kumawat","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2026,1,7]]},"reference":[{"key":"9877_CR1","doi-asserted-by":"publisher","DOI":"10.1007\/s10791-025-09573-7","volume":"28","author":"W Chen","year":"2025","unstructured":"Chen W, Liu W, Zheng J, et al. Leveraging large language model as news sentiment predictor in stock markets: a knowledge-enhanced strategy. Discover Computing. 2025;28:74. https:\/\/doi.org\/10.1007\/s10791-025-09573-7.","journal-title":"Discover Computing"},{"key":"9877_CR2","doi-asserted-by":"publisher","DOI":"10.1007\/s10791-023-09417-2","volume":"26","author":"A Kazemi","year":"2023","unstructured":"Kazemi A, Zojaji Z, Malverdi M, et al. FarsNewsQA: a deep learning-based question answering system for the Persian news articles. Inf Retrieval J. 2023;26:3. https:\/\/doi.org\/10.1007\/s10791-023-09417-2.","journal-title":"Inf Retrieval J"},{"issue":"1","key":"9877_CR3","doi-asserted-by":"publisher","DOI":"10.1007\/s13278-024-01390-y","volume":"14","author":"S Mahmoud","year":"2024","unstructured":"Mahmoud S, Aboutabl AE, Mohamed EH. Arafakedetect: enhancing fake health news detection with ensemble learning on AraCovidVac. Soc Netw Anal Min. 2024;14(1):237. https:\/\/doi.org\/10.1007\/s13278-024-01390-y.","journal-title":"Soc Netw Anal Min"},{"issue":"1","key":"9877_CR4","doi-asserted-by":"publisher","first-page":"239","DOI":"10.1007\/s13278-024-01392-w","volume":"14","author":"MTA Hridoy","year":"2024","unstructured":"Hridoy MTA, Saha SR, Islam MM, Uddin MA, Mahmud MZ. Leveraging web scraping and stacking ensemble machine learning techniques to enhance detection of major depressive disorder from social media posts. Soc Netw Anal Min. 2024;14(1):239. https:\/\/doi.org\/10.1007\/s13278-024-01392-w.","journal-title":"Soc Netw Anal Min"},{"key":"9877_CR5","doi-asserted-by":"publisher","DOI":"10.1007\/s10791-025-09502-8","volume":"28","author":"K Taneja","year":"2025","unstructured":"Taneja K, Vashishtha J, Ratnoo S. Fraud-BERT: transformer based context aware online recruitment fraud detection. Discover Computing. 2025;28:9. https:\/\/doi.org\/10.1007\/s10791-025-09502-8.","journal-title":"Discover Computing"},{"key":"9877_CR6","doi-asserted-by":"crossref","unstructured":"Baruah A, Das K, Barbhuiya F, Dey K. Context-aware sarcasm detection using BERT. In: Proceedings of the second workshop on figurative language processing. 2020. pp. 83\u20137.","DOI":"10.18653\/v1\/2020.figlang-1.12"},{"key":"9877_CR7","doi-asserted-by":"publisher","first-page":"844","DOI":"10.3390\/math10050844","volume":"10","author":"E Savini","year":"2022","unstructured":"Savini E, Caragea C. Intermediate-task transfer learning with BERT for sarcasm detection. Mathematics. 2022;10:844.","journal-title":"Mathematics"},{"key":"9877_CR8","doi-asserted-by":"publisher","first-page":"47531","DOI":"10.1007\/s11042-023-17302-9","volume":"83","author":"V Sukhavasi","year":"2024","unstructured":"Sukhavasi V, Dondeti V. Effective automated transformer model based sarcasm detection using multilingual data. Multimed Tools Appl. 2024;83:47531\u201362.","journal-title":"Multimed Tools Appl"},{"key":"9877_CR9","doi-asserted-by":"publisher","first-page":"2102","DOI":"10.3390\/app13042102","volume":"13","author":"Y He","year":"2023","unstructured":"He Y, Chen M, He Y, Qu Z, He F, Yu F, et al. Sarcasm detection based on adaptive incongruity extraction network and incongruity cross-attention. Appl Sci. 2023;13:2102.","journal-title":"Appl Sci"},{"key":"9877_CR10","doi-asserted-by":"publisher","first-page":"3898","DOI":"10.1016\/j.procs.2023.10.385","volume":"225","author":"A Ameur","year":"2023","unstructured":"Ameur A, Hamdi S, Yahia SB. Domain adaptation approach for Arabic sarcasm detection in hotel reviews based on hybrid learning. Procedia Comput Sci. 2023;225:3898\u2013908.","journal-title":"Procedia Comput Sci"},{"issue":"11","key":"9877_CR11","doi-asserted-by":"publisher","first-page":"1093","DOI":"10.3844\/jcssp.2021.1093.1098","volume":"17","author":"MM Al-Ani","year":"2021","unstructured":"Al-Ani MM, Omar N, Nafea AA. A hybrid method of long short-term memory and auto-encoder architectures for sarcasm detection. J Comput Sci. 2021;17(11):1093\u20138.","journal-title":"J Comput Sci"},{"key":"9877_CR12","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2024.3422268","author":"H Xiao","year":"2024","unstructured":"Xiao H, Luo L. An automatic sentiment analysis method for short texts based on transformer-BERT hybrid model. IEEE Access. 2024. https:\/\/doi.org\/10.1109\/ACCESS.2024.3422268.","journal-title":"IEEE Access"},{"issue":"2","key":"9877_CR13","first-page":"117","volume":"4","author":"H Saleem","year":"2023","unstructured":"Saleem H, Naeem A, Abid K, Aslam N. Sarcasm detection on Twitter using deep handcrafted features. J Comput Biomed Inf. 2023;4(2):117\u201327.","journal-title":"J Comput Biomed Inf"},{"key":"9877_CR14","doi-asserted-by":"crossref","unstructured":"Murthy JS, Siddesh GM. A real-time framework for automatic sarcasm detection using proposed tensor-DNN-50 algorithm. In: International conference on frontiers in computing and systems. Springer Nature Singapore; 2023. pp. 109\u201324.","DOI":"10.1007\/978-981-97-2611-0_8"},{"issue":"14","key":"9877_CR15","doi-asserted-by":"publisher","first-page":"7119","DOI":"10.3390\/app12147119","volume":"12","author":"DH Elkamchouchi","year":"2022","unstructured":"Elkamchouchi DH, Alzahrani JS, Asiri MM, Al Duhayyim M, Mohsen H, Motwakel A, et al. Hosted cuckoo optimization algorithm with stacked Autoencoder-Enabled sarcasm detection in online social networks. Appl Sci. 2022;12(14):7119.","journal-title":"Appl Sci"},{"key":"9877_CR16","doi-asserted-by":"crossref","unstructured":"Mihi S, Ait Ben Ali B, El Bazi I, Arezki S, Laachfoubi N. Automatic sarcasm detection in dialectal Arabic using BERT and TF-IDF. In: Proceedings of the international conference on smart city applications. Springer Int Publ; 2021. pp. 837\u201347.","DOI":"10.1007\/978-3-030-94191-8_67"},{"issue":"1","key":"9877_CR17","doi-asserted-by":"publisher","first-page":"1111","DOI":"10.1038\/s41598-024-84275-6","volume":"15","author":"D Alghazzawi","year":"2025","unstructured":"Alghazzawi D, Ullah H, Tabassum N, Badri SK, Asghar MZ. Explainable AI-based suicidal and non-suicidal ideations detection from social media text with enhanced ensemble technique. Sci Rep. 2025;15(1):1111.","journal-title":"Sci Rep"},{"issue":"1","key":"9877_CR18","doi-asserted-by":"publisher","first-page":"22270","DOI":"10.1038\/s41598-024-73452-2","volume":"14","author":"R Geethanjali","year":"2024","unstructured":"Geethanjali R, Valarmathi A. A novel hybrid deep learning IChOA-CNN-LSTM model for modality-enriched and multilingual emotion recognition in social media. Sci Rep. 2024;14(1):22270.","journal-title":"Sci Rep"},{"issue":"1","key":"9877_CR19","doi-asserted-by":"publisher","first-page":"15415","DOI":"10.1038\/s41598-024-65217-8","volume":"14","author":"NA Helal","year":"2024","unstructured":"Helal NA, Hassan A, Badr NL, Afify YM. A contextual-based approach for sarcasm detection. Sci Rep. 2024;14(1):15415.","journal-title":"Sci Rep"},{"key":"9877_CR20","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2025.3525493","author":"F Senator","year":"2025","unstructured":"Senator F, Lakhfif A, Zenbout I, Boutouta H, Mediani C. Leveraging ChatGPT for enhancing Arabic NLP: application for semantic role labeling and cross-lingual annotation projection. IEEE Access. 2025. https:\/\/doi.org\/10.1109\/ACCESS.2025.3525493.","journal-title":"IEEE Access"},{"issue":"1","key":"9877_CR21","doi-asserted-by":"publisher","first-page":"26591","DOI":"10.1038\/s41598-024-76286-0","volume":"14","author":"E Almandouh","year":"2024","unstructured":"Almandouh E, Alrahmawy M, Eisa MF, Elhoseny M, Tolba AS. Ensemble-based high performance deep learning models for fake news detection. Sci Rep. 2024;14(1):26591.","journal-title":"Sci Rep"},{"issue":"1","key":"9877_CR22","doi-asserted-by":"publisher","DOI":"10.1111\/exsy.13686","volume":"42","author":"S Khan","year":"2025","unstructured":"Khan S, Qasim I, Khan W, Aurangzeb K, Khan JA, Anwar MS. A novel transformer attention-based approach for sarcasm detection. Expert Syst. 2025;42(1):e13686.","journal-title":"Expert Syst"},{"key":"9877_CR23","doi-asserted-by":"publisher","DOI":"10.1007\/s13278-025-01412-3","author":"A Verma","year":"2025","unstructured":"Verma A, Priyanka P, Khan T, Singh K, Yesufu LO, Ariffin MM, et al. Scrutnet: a deep ensemble network for detecting fake news in online text. Soc Netw Anal Min. 2025. https:\/\/doi.org\/10.1007\/s13278-025-01412-3.","journal-title":"Soc Netw Anal Min"},{"issue":"6","key":"9877_CR24","doi-asserted-by":"publisher","DOI":"10.1016\/j.asej.2024.102736","volume":"15","author":"MA Galal","year":"2024","unstructured":"Galal MA, Yousef AH, Zayed HH, Medhat W. Arabic sarcasm detection: an enhanced fine-tuned language model approach. Ain Shams Eng J. 2024;15(6):102736.","journal-title":"Ain Shams Eng J"},{"key":"9877_CR25","doi-asserted-by":"crossref","unstructured":"Balaji TK, Bablani A, Sreeja SR, Misra H. SARCOVID: a framework for sarcasm detection in tweets using hybrid transfer learning techniques. In: Proceedings of the international conference on pattern recognition. Springer: Cham; 2025. pp. 1\u201312.","DOI":"10.1007\/978-3-031-78195-7_1"},{"key":"9877_CR26","doi-asserted-by":"publisher","DOI":"10.1007\/s13278-025-01455-6","author":"MK Jain","year":"2025","unstructured":"Jain MK, Gopalani D, Meena YK. Hybrid CNN-BiLSTM model with HHO feature selection for enhanced fake news detection. Soc Netw Anal Min. 2025. https:\/\/doi.org\/10.1007\/s13278-025-01455-6.","journal-title":"Soc Netw Anal Min"},{"key":"9877_CR27","doi-asserted-by":"publisher","unstructured":"Chen J, Chen W, Zheng J, Xie Q. Employing topic and sentiment language models for news analysis on the COVID-19 pandemic. In: Proceedings of the international conference on intelligent education and social sciences. ACM; 2024. https:\/\/doi.org\/10.1145\/3687311.3687373","DOI":"10.1145\/3687311.3687373"},{"key":"9877_CR28","doi-asserted-by":"publisher","DOI":"10.3390\/electronics1212260","volume":"12","author":"W Chen","year":"2023","unstructured":"Chen W, Rabhi F, Liao W, Al-Qudah I. Leveraging state-of-the-art topic modeling for news impact analysis on financial markets: a comparative study. Electronics. 2023;12:2605. https:\/\/doi.org\/10.3390\/electronics1212260.","journal-title":"Electronics"},{"key":"9877_CR29","doi-asserted-by":"publisher","first-page":"205","DOI":"10.1007\/s10791-025-09730-y","volume":"28","author":"H Wu","year":"2025","unstructured":"Wu H, Zang Y. A multi-scale adaptive fusion model for multimodal sarcasm detection. Discov Comput. 2025;28:205. https:\/\/doi.org\/10.1007\/s10791-025-09730-y.","journal-title":"Discov Comput"},{"key":"9877_CR30","doi-asserted-by":"publisher","first-page":"3311","DOI":"10.3390\/electronics14163311","volume":"14","author":"C-B Popescu","year":"2025","unstructured":"Popescu C-B, Florea L, Florea C. Mitigating context bias in vision\u2013language models via multimodal emotion recognition. Electronics. 2025;14:3311. https:\/\/doi.org\/10.3390\/electronics14163311.","journal-title":"Electronics"},{"issue":"12","key":"9877_CR31","doi-asserted-by":"publisher","first-page":"12605","DOI":"10.1109\/TKDE.2023.3270940","volume":"35","author":"T Sun","year":"2023","unstructured":"Sun T, Jing L, Wei Y, et al. Dual consistency-enhanced semi-supervised sentiment analysis towards COVID-19 tweets. IEEE Trans Knowl Data Eng. 2023;35(12):12605\u201317. https:\/\/doi.org\/10.1109\/TKDE.2023.3270940.","journal-title":"IEEE Trans Knowl Data Eng"},{"key":"9877_CR32","doi-asserted-by":"publisher","DOI":"10.1016\/j.neunet.2025.107314","volume":"187","author":"T Zhang","year":"2025","unstructured":"Zhang T, Zhu Y, Wu B, et al. A general debiasing framework with counterfactual reasoning for multimodal public speaking anxiety detection. Neural Netw. 2025;187:107314. https:\/\/doi.org\/10.1016\/j.neunet.2025.107314.","journal-title":"Neural Netw"},{"issue":"8","key":"9877_CR33","first-page":"9507","volume":"37","author":"Y Qiao","year":"2023","unstructured":"Qiao Y, Jing L, Song X, Chen X, Zhu L, Nie L. Mutual-enhanced incongruity learning network for multi-modal sarcasm detection. AAAI Conf Artif Intell. 2023;37(8):9507\u201315.","journal-title":"AAAI Conf Artif Intell"},{"key":"9877_CR34","doi-asserted-by":"crossref","unstructured":"Wang X, Zhang Y, Jing L. Can large vision-language models understand multimodal sarcasm? arXiv preprint arXiv:2508.03654. 2025.","DOI":"10.1145\/3746252.3760864"},{"issue":"4","key":"9877_CR35","doi-asserted-by":"publisher","first-page":"937","DOI":"10.3390\/electronics12040937","volume":"12","author":"DK Sharma","year":"2023","unstructured":"Sharma DK, Singh B, Agarwal S, Pachauri N, Alhussan AA, Abdallah HA. Sarcasm detection over social media platforms using hybrid ensemble model with fuzzy logic. Electronics. 2023;12(4):937.","journal-title":"Electronics"},{"issue":"4","key":"9877_CR36","first-page":"72","volume":"16","author":"N Singh","year":"2024","unstructured":"Singh N, Jaiswal UC, Singh R. Detecting sarcasm text in sentiment analysis using hybrid machine learning approach. Int J Intell Syst Appl. 2024;16(4):72\u201385.","journal-title":"Int J Intell Syst Appl"},{"key":"9877_CR37","doi-asserted-by":"publisher","first-page":"325","DOI":"10.1016\/j.neucom.2019.01.078","volume":"337","author":"G Liu","year":"2019","unstructured":"Liu G, Guo J. Bidirectional LSTM with attention mechanism and convolutional layer for text classification. Neurocomputing. 2019;337:325\u201338.","journal-title":"Neurocomputing"},{"key":"9877_CR38","doi-asserted-by":"publisher","first-page":"93","DOI":"10.1016\/j.procs.2022.12.405","volume":"218","author":"A Mohan","year":"2023","unstructured":"Mohan A, Nair AM, Jayakumar B, Muraleedharan S. Sarcasm detection using bidirectional encoder representations from Transformers and graph convolutional networks. Procedia Comput Sci. 2023;218:93\u2013102. https:\/\/doi.org\/10.1016\/j.procs.2022.12.405.","journal-title":"Procedia Comput Sci"},{"key":"9877_CR39","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2024.124302","volume":"254","author":"M Reusens","year":"2024","unstructured":"Reusens M, Stevens A, Tonglet J, De Smedt J, Verbeke W, vanden Broucke S, et al. Evaluating text classification: a benchmark study. Expert Syst Appl. 2024;254:124302. https:\/\/doi.org\/10.1016\/j.eswa.2024.124302.","journal-title":"Expert Syst Appl"},{"key":"9877_CR40","doi-asserted-by":"publisher","first-page":"13","DOI":"10.1016\/j.aiopen.2023.01.001","volume":"4","author":"R Misra","year":"2023","unstructured":"Misra R, Arora P. Sarcasm detection using news headlines dataset. AI Open. 2023;4:13\u20138.","journal-title":"AI Open"}],"container-title":["Discover Computing"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10791-025-09877-8.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s10791-025-09877-8","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10791-025-09877-8.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,1,7]],"date-time":"2026-01-07T11:29:27Z","timestamp":1767785367000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s10791-025-09877-8"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026,1,7]]},"references-count":40,"journal-issue":{"issue":"1","published-online":{"date-parts":[[2026,12]]}},"alternative-id":["9877"],"URL":"https:\/\/doi.org\/10.1007\/s10791-025-09877-8","relation":{},"ISSN":["2948-2992"],"issn-type":[{"value":"2948-2992","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026,1,7]]},"assertion":[{"value":"3 June 2025","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"19 December 2025","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"7 January 2026","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"<!--Emphasis Type='Bold' removed-->Declarations"}},{"value":"Not applicable.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Ethics approval and consent to participate"}},{"value":"All authors give their consent for possible publication.","order":3,"name":"Ethics","group":{"name":"EthicsHeading","label":"Consent for publication"}},{"value":"The authors declare no competing interests.","order":4,"name":"Ethics","group":{"name":"EthicsHeading","label":"Competing interests"}}],"article-number":"12"}}