{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,11,29]],"date-time":"2025-11-29T07:57:24Z","timestamp":1764403044236,"version":"3.37.3"},"reference-count":44,"publisher":"Springer Science and Business Media LLC","issue":"6","license":[{"start":{"date-parts":[[2021,1,22]],"date-time":"2021-01-22T00:00:00Z","timestamp":1611273600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2021,1,22]],"date-time":"2021-01-22T00:00:00Z","timestamp":1611273600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Multimedia Systems"],"published-print":{"date-parts":[[2022,12]]},"DOI":"10.1007\/s00530-020-00746-6","type":"journal-article","created":{"date-parts":[[2021,1,22]],"date-time":"2021-01-22T01:04:20Z","timestamp":1611277460000},"page":"1877-1895","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":2,"title":["ParaCap: paraphrase detection model using capsule network"],"prefix":"10.1007","volume":"28","author":[{"given":"Rachna","family":"Jain","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Abhishek","family":"Kathuria","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-2156-7335","authenticated-orcid":false,"given":"Anubhav","family":"Singh","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Anmol","family":"Saxena","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Anjali","family":"Khandelwal","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2021,1,22]]},"reference":[{"key":"746_CR1","doi-asserted-by":"publisher","first-page":"178331","DOI":"10.1109\/ACCESS.2019.2954795","volume":"7","author":"C Chiu","year":"2019","unstructured":"Chiu, C., Zhan, J.: An evolutionary approach to compact DAG neural network optimization. IEEE Access 7, 178331 (2019)","journal-title":"IEEE Access"},{"key":"746_CR2","doi-asserted-by":"crossref","unstructured":"Mahmoud, A., Zrigui, M.: Deep neural network models for paraphrased text classification in the Arabic Language. In: International conference on applications of natural language to information systems (Springer) , pp. 3\u201316 (2019)","DOI":"10.1007\/978-3-030-23281-8_1"},{"key":"746_CR3","doi-asserted-by":"publisher","first-page":"012051","DOI":"10.1088\/1742-6596\/971\/1\/012051","volume":"971","author":"AH Prayogo","year":"2018","unstructured":"Prayogo, A.H., Mubarok, A., et al.: On the structure of Bayesian network for Indonesian text document paraphrase identification. J. Phys. Conf. Ser. 971, 012051 (2018)","journal-title":"J. Phys. Conf. Ser."},{"key":"746_CR4","doi-asserted-by":"publisher","first-page":"7412","DOI":"10.1109\/ACCESS.2017.2776842","volume":"6","author":"S Sameen","year":"2017","unstructured":"Sameen, S., Sharjeel, M., Nawab, R.M.A., Rayson, P., Muneer, I.: Measuring short text reuse for the Urdu language. IEEE Access 6, 7412 (2017)","journal-title":"IEEE Access"},{"key":"746_CR5","doi-asserted-by":"crossref","unstructured":"Mahmood, A., Khan, H.U., Khan, W., et al.: Query based information retrieval and knowledge extraction using Hadith datasets. In: 2017 13th International Conference on Emerging Technologies (ICET) (IEEE) , pp. 1\u20136 (2017)","DOI":"10.1109\/ICET.2017.8281714"},{"issue":"6","key":"746_CR6","doi-asserted-by":"publisher","first-page":"102060","DOI":"10.1016\/j.ipm.2019.102060","volume":"56","author":"J Rashid","year":"2019","unstructured":"Rashid, J., Shah, S.M.A., Irtaza, A.: Fuzzy topic modeling approach for text mining over short text. Inf. Process. Manag. 56(6), 102060 (2019)","journal-title":"Inf. Process. Manag."},{"key":"746_CR7","doi-asserted-by":"crossref","unstructured":"Shakeel, M.H., Karim, A., Khan, I.: A Multi-cascaded Deep Model for Bilingual SMS Classification. In: International conference on neural information processing (Springer), pp. 287\u2013298 (2019)","DOI":"10.1007\/978-3-030-36708-4_24"},{"key":"746_CR8","unstructured":"Dey, K., Shrivastava, R., Kaushik, S.: A paraphrase and semantic similarity detection system for user generated short-text content on microblogs. In: Proceedings of COLING 2016, the 26th International Conference on Computational Linguistics: Technical Papers, pp. 2880\u20132890 (2016)"},{"key":"746_CR9","doi-asserted-by":"crossref","unstructured":"Huang, J., Yao, S., Lyu, C., Ji, D.: Multi-granularity neural sentence model for measuring short text similarity. In: International conference on database systems for advanced applications (Springer), pp. 439\u2013455 (2017)","DOI":"10.1007\/978-3-319-55753-3_28"},{"key":"746_CR10","doi-asserted-by":"crossref","unstructured":"Tomar, G.S., Duque, T., T\u00e4ckstr\u00f6m, O., Uszkoreit, J., Das, D.: Neural paraphrase identification of questions with noisy pretraining. arXiv:1704.04565 (2017)","DOI":"10.18653\/v1\/W17-4121"},{"key":"746_CR11","doi-asserted-by":"crossref","unstructured":"Reimers, N., Gurevych, I.: Reporting score distributions makes a difference: performance study of lstm-networks for sequence tagging. arXiv:1707.09861 (2017)","DOI":"10.18653\/v1\/D17-1035"},{"issue":"3","key":"746_CR12","doi-asserted-by":"publisher","first-page":"102188","DOI":"10.1016\/j.ipm.2019.102188","volume":"57","author":"MJ Hussain","year":"2020","unstructured":"Hussain, M.J., Wasti, S.H., Huang, G., Wei, L., Jiang, Y., Tang, Y.: An approach for measuring semantic similarity between Wikipedia concepts using multiple inheritances. Inf. Process. Manag. 57(3), 102188 (2020)","journal-title":"Inf. Process. Manag."},{"key":"746_CR13","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1007\/s10579-018-9427-x","volume":"2019","author":"M Mohamed","year":"2019","unstructured":"Mohamed, M., Oussalah, M.: A hybrid approach for paraphrase identification based on knowledge-enriched semantic heuristics. Lang. Resour. Eval. 2019, 1\u201329 (2019)","journal-title":"Lang. Resour. Eval."},{"key":"746_CR14","first-page":"5","volume":"2019","author":"I Haneef","year":"2019","unstructured":"Haneef, I., Nawab, A., Muhammad, R., Munir, E.U., Bajwa, I.S.: Design and development of a large cross-lingual plagiarism corpus for Urdu-English language Pair. Sci. Program. 2019, 5 (2019)","journal-title":"Sci. Program."},{"key":"746_CR15","doi-asserted-by":"crossref","unstructured":"Duong, P.H., Nguyen, H.T., Duong, H.N., Ngo, K., Ngo, D.: A hybrid approach to paraphrase detection. In: 2018 5th NAFOSTED conference on information and computer science (NICS)","DOI":"10.1109\/NICS.2018.8606845"},{"key":"746_CR16","doi-asserted-by":"crossref","unstructured":"Shahmohammadi, H., Dezfoulian, M., Mansoorizadeh, M.: An extensive comparison of feature extraction methods for paraphrase detection. In: 2018 8th International Conference on Computer and Knowledge Engineering (ICCKE) (IEEE), pp. 47\u201351 (2018)","DOI":"10.1109\/ICCKE.2018.8566303"},{"key":"746_CR17","unstructured":"Sabour, S., Frosst, N., Hinton, G.E.: Dynamic routing between capsules. In: Advances in neural information processing systems , pp. 3856\u20133866 (2017)"},{"key":"746_CR18","doi-asserted-by":"publisher","first-page":"58284","DOI":"10.1109\/ACCESS.2018.2874623","volume":"6","author":"B Zhang","year":"2018","unstructured":"Zhang, B., Xu, X., Yang, M., Chen, X., Ye, Y.: Cross-domain sentiment classification by capsule network with semantic rules. IEEE Access 6, 58284 (2018)","journal-title":"IEEE Access"},{"key":"746_CR19","doi-asserted-by":"crossref","unstructured":"Katarya, R., Arora, Y.: Study on text classification using capsule networks. In: 2019 5th International Conference on Advanced Computing & Communication Systems (ICACCS) (IEEE) , pp. 501\u2013505 (2019)","DOI":"10.1109\/ICACCS.2019.8728394"},{"key":"746_CR20","doi-asserted-by":"crossref","unstructured":"Bhattacharjee, U.: Capsule network on social media text: an application to automatic detection of clickbaits. In: 2019 11th International Conference on Communication Systems & Networks (COMSNETS) (IEEE), pp. 473\u2013476 (2019)","DOI":"10.1109\/COMSNETS.2019.8711379"},{"key":"746_CR21","doi-asserted-by":"publisher","first-page":"214","DOI":"10.1016\/j.neucom.2019.10.033","volume":"376","author":"J Kim","year":"2020","unstructured":"Kim, J., Jang, S., Park, E., Choi, S.: Text classification using capsules. Neurocomputing 376, 214 (2020)","journal-title":"Neurocomputing"},{"key":"746_CR22","doi-asserted-by":"crossref","unstructured":"Li, W., Qi, F., Tang, M., Yu, Z.: Bidirectional LSTM with self-attention mechanism and multi-channel features for sentiment classification. Neurocomputing (2020)","DOI":"10.1016\/j.neucom.2020.01.006"},{"key":"746_CR23","unstructured":"Gong, J., Qiu, X., Wang, S., Huang, X.: Information aggregation via dynamic routing for sequence encoding. arXiv:1806.01501 (2018)"},{"issue":"2","key":"746_CR24","doi-asserted-by":"publisher","first-page":"669","DOI":"10.1007\/s10044-017-0674-z","volume":"22","author":"F S\u00e1nchez-Vega","year":"2019","unstructured":"S\u00e1nchez-Vega, F., Villatoro-Tello, E., Montes-y G\u00f3mez, M., Rosso, P., Stamatatos, E., Villase\u00f1or-Pineda, L.: Paraphrase plagiarism identification with character-level features. Pattern Anal. Appl. 22(2), 669 (2019)","journal-title":"Pattern Anal. Appl."},{"issue":"4","key":"746_CR25","doi-asserted-by":"publisher","first-page":"853","DOI":"10.1109\/TASLP.2019.2899494","volume":"27","author":"Z Quan","year":"2019","unstructured":"Quan, Z., Wang, Z.J., Le, Y., Yao, B., Li, K., Yin, J.: An efficient framework for sentence similarity modeling. IEEE\/ACM Trans. Audio Speech Lang Process 27(4), 853 (2019)","journal-title":"IEEE\/ACM Trans. Audio Speech Lang Process"},{"key":"746_CR26","doi-asserted-by":"crossref","unstructured":"Liu, W., Liu, P., Yi, J., Yang, Y., Liu, W., Li, N.: A sentence similarity model based on word embeddings and dependency syntax-tree. In: International conference on neural information processing (Springer), pp. 126\u2013137 (2018)","DOI":"10.1007\/978-3-030-04182-3_12"},{"issue":"3","key":"746_CR27","doi-asserted-by":"publisher","first-page":"675","DOI":"10.1007\/s10844-016-0434-3","volume":"48","author":"S Amir","year":"2017","unstructured":"Amir, S., Tanasescu, A., Zighed, D.A.: Sentence similarity based on semantic kernels for intelligent text retrieval. J. Intell. Inf. Syst. 48(3), 675 (2017)","journal-title":"J. Intell. Inf. Syst."},{"issue":"2","key":"746_CR28","doi-asserted-by":"publisher","first-page":"263","DOI":"10.1007\/s13748-019-00180-4","volume":"8","author":"M Shajalal","year":"2019","unstructured":"Shajalal, M., Aono, M.: Semantic textual similarity between sentences using bilingual word semantics. Progress Artif. Intell. 8(2), 263 (2019)","journal-title":"Progress Artif. Intell."},{"key":"746_CR29","doi-asserted-by":"crossref","unstructured":"Lei, K., Fu, Q., Liang, Y.: Multi-task learning with capsule networks. In: 2019 international joint conference on neural networks (IJCNN) (IEEE), pp. 1\u20138 (2019)","DOI":"10.1109\/IJCNN.2019.8852189"},{"key":"746_CR30","unstructured":"Patrick, M.K., Adekoya, A.F., Mighty, A.A., Edward, B.Y.: Capsule networks\u2013a survey. J. King Saud Univ. Comput. Inf. Sci. 2019, 5 (2019)"},{"key":"746_CR31","doi-asserted-by":"crossref","unstructured":"Xiong, Y., Su, G., Ye, S., Sun, Y., Sun, Y.: Deeper capsule network for complex data. In: 2019 international joint conference on neural networks (IJCNN) (IEEE), pp. 1\u20138 (2019)","DOI":"10.1109\/IJCNN.2019.8852020"},{"key":"746_CR32","first-page":"5","volume":"2020","author":"Y Wu","year":"2020","unstructured":"Wu, Y., Li, J., Wu, J., Chang, J.: Siamese capsule networks with global and local features for text classification. Neurocomputing 2020, 5 (2020)","journal-title":"Neurocomputing"},{"key":"746_CR33","doi-asserted-by":"publisher","first-page":"247","DOI":"10.1016\/j.neunet.2019.06.014","volume":"118","author":"M Yang","year":"2019","unstructured":"Yang, M., Zhao, W., Chen, L., Qu, Q., Zhao, Z., Shen, Y.: Investigating the transferring capability of capsule networks for text classification. Neural Netw. 118, 247 (2019)","journal-title":"Neural Netw."},{"key":"746_CR34","unstructured":"Loper, E.: loper2stevenbird. In: Proceedings of the ACL-02 Workshop on EffectiveTools and methodologies for teaching natural language processing and computational linguistics, vol 1 (2019)"},{"key":"746_CR35","doi-asserted-by":"crossref","unstructured":"Pennington, J., Socher, R., Manning, C.D.: Glove: Global vectors for word representation. In: Proceedings of the 2014 conference on empirical methods in natural language processing (EMNLP), pp. 1532\u20131543 (2014)","DOI":"10.3115\/v1\/D14-1162"},{"key":"746_CR36","unstructured":"Question pairs dataset. (2019). https:\/\/www.kaggle.com\/c\/quora-question-pairs"},{"key":"746_CR37","unstructured":"Dauphin, Y., De Vries, H., Bengio, Y.: Equilibrated adaptive learning rates for non-convex optimization. In: Advances in neural information processing systems, pp. 1504\u20131512 (2015)"},{"issue":"1","key":"746_CR38","first-page":"159","volume":"11","author":"D Chhachhiya","year":"2019","unstructured":"Chhachhiya, D., Sharma, A., Gupta, M.: Designing optimal architecture of recurrent neural network (LSTM) with particle swarm optimization technique specifically for educational dataset. Int. J. Inf. Technol. 11(1), 159 (2019)","journal-title":"Int. J. Inf. Technol."},{"key":"746_CR39","doi-asserted-by":"crossref","unstructured":"Liu, X., He, P., Chen, W., Gao, J.: Multi-task deep neural networks for natural language understanding. arXiv:1901.11504 (2019)","DOI":"10.18653\/v1\/P19-1441"},{"key":"746_CR40","doi-asserted-by":"crossref","unstructured":"Yang, R., Zhang, J., Gao, X., Ji, F., Chen, H.: Simple and effective text matching with richer alignment features. arXiv:1908.00300 (2019)","DOI":"10.18653\/v1\/P19-1465"},{"key":"746_CR41","unstructured":"Mirakyan, M., Hambardzumyan, K., Khachatrian, H.: Natural Language Inference over Interaction Space: ICLR 2018 Reproducibility Report. arXiv:1802.03198 (2018)"},{"key":"746_CR42","unstructured":"Choi, J., Kim, T., Lee, S.g.: Cell-aware stacked LSTMs for modeling sentences. arXiv:1809.02279 (2018)"},{"key":"746_CR43","doi-asserted-by":"crossref","unstructured":"Wang, Z., Hamza, W., Florian, R.: Bilateral multi-perspective matching for natural language sentences (2017)","DOI":"10.24963\/ijcai.2017\/579"},{"key":"746_CR44","unstructured":"Subramanian, S., Trischler, A., Bengio, Y., Pal, C.J.: Learning general purpose distributed sentence representations via large scale multi-task learning (2018)"}],"container-title":["Multimedia Systems"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s00530-020-00746-6.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s00530-020-00746-6\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s00530-020-00746-6.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,11,23]],"date-time":"2022-11-23T00:22:39Z","timestamp":1669162959000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s00530-020-00746-6"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021,1,22]]},"references-count":44,"journal-issue":{"issue":"6","published-print":{"date-parts":[[2022,12]]}},"alternative-id":["746"],"URL":"https:\/\/doi.org\/10.1007\/s00530-020-00746-6","relation":{},"ISSN":["0942-4962","1432-1882"],"issn-type":[{"type":"print","value":"0942-4962"},{"type":"electronic","value":"1432-1882"}],"subject":[],"published":{"date-parts":[[2021,1,22]]},"assertion":[{"value":"22 January 2021","order":1,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Compliance with ethical standards"}},{"value":"The authors declare that they have no conflict of interest.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Conflict of interest"}}]}}