{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,19]],"date-time":"2026-02-19T03:32:54Z","timestamp":1771471974403,"version":"3.50.1"},"reference-count":134,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","license":[{"start":{"date-parts":[[2022,1,1]],"date-time":"2022-01-01T00:00:00Z","timestamp":1640995200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/legalcode"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Access"],"published-print":{"date-parts":[[2022]]},"DOI":"10.1109\/access.2022.3174108","type":"journal-article","created":{"date-parts":[[2022,5,10]],"date-time":"2022-05-10T19:40:40Z","timestamp":1652211640000},"page":"53490-53503","source":"Crossref","is-referenced-by-count":50,"title":["A Systematic Literature Review on Text Generation Using Deep Neural Network Models"],"prefix":"10.1109","volume":"10","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-7423-9346","authenticated-orcid":false,"given":"Noureen","family":"Fatima","sequence":"first","affiliation":[{"name":"Department of Computer Science, Sukkur IBA University, Sukkur, Pakistan"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-2416-2878","authenticated-orcid":false,"given":"Ali Shariq","family":"Imran","sequence":"additional","affiliation":[{"name":"Department of Computer Science, Norwegian University of Science and Technology (NTNU), Gjøvik, Norway"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0199-2377","authenticated-orcid":false,"given":"Zenun","family":"Kastrati","sequence":"additional","affiliation":[{"name":"Department of Informatics, Linnaeus University, Växjö, Sweden"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-6684-751X","authenticated-orcid":false,"given":"Sher Muhammad","family":"Daudpota","sequence":"additional","affiliation":[{"name":"Department of Computer Science, Sukkur IBA University, Sukkur, Pakistan"}]},{"given":"Abdullah","family":"Soomro","sequence":"additional","affiliation":[{"name":"Department of Computer Science, Sukkur IBA University, Sukkur, Pakistan"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1007\/s11431-020-1622-y"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1007\/978-1-4842-6649-6_8"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.15439\/2020F57"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1109\/IRI.2018.00046"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1016\/j.csl.2019.06.009"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.3390\/app11020869"},{"key":"ref7","volume-title":"Natural language processing in adversarial settings and beyond: Benefits and risks of text classification, transformation, and representation","author":"Tommi","year":"2021"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1145\/3404835.3463042"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/2021.nlp4posimpact-1.1"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1145\/3449726.3459441"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-020-79682-4"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/2021.acl-demo.4"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1145\/3419106"},{"key":"ref14","article-title":"GENIE: A leaderboard for human-in-the-loop evaluation of text generation","author":"Khashabi","year":"2021","journal-title":"arXiv:2101.06561"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/2021.findings-acl.136"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1016\/j.ipm.2019.05.003"},{"key":"ref17","article-title":"Towards Russian text generation problem using OpenAI\u2019s GPT-2","author":"Shatalov","year":"2021"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1109\/ICASSP.2017.7953255"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2020.3000739"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.3390\/app11093986"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-69717-4_11"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijhcs.2016.04.005"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v35i14.17526"},{"key":"ref24","first-page":"1863","article-title":"A clockwork RNN","volume-title":"Proc. Int. Conf. Mach. Learn.","author":"Koutnik"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1109\/78.650093"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1162\/neco.1997.9.8.1735"},{"issue":"8","key":"ref27","first-page":"9","article-title":"Language models are unsupervised multitask learners","volume":"1","author":"Radford","year":"2019","journal-title":"OpenAI blog"},{"key":"ref28","article-title":"Language models are few-shot learners","author":"Brown","year":"2020","journal-title":"arXiv:2005.14165"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1017\/S1351324920000601"},{"key":"ref30","article-title":"Pretrained language models for text generation: A survey","author":"Li","year":"2021","journal-title":"arXiv:2105.10311"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1613\/jair.5477"},{"key":"ref32","article-title":"Neural text generation: Past, present and beyond","author":"Lu","year":"2018","journal-title":"arXiv:1803.07133"},{"key":"ref33","article-title":"Evaluation of text generation: A survey","author":"Celikyilmaz","year":"2020","journal-title":"arXiv:2006.14799"},{"key":"ref34","article-title":"Neural language generation: Formulation, methods, and evaluation","author":"Garbacea","year":"2020","journal-title":"arXiv:2007.15780"},{"key":"ref35","article-title":"GAN computers generate arts? A survey on visual arts, music, and literary text generation using generative adversarial network","author":"Shahriar","year":"2021","journal-title":"arXiv:2108.03857"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1016\/j.jksuci.2020.04.001"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1097\/EDE.0b013e3181fe7825"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1007\/978-981-15-7527-3_78"},{"issue":"5","key":"ref39","first-page":"525","article-title":"Research on text generation based on LSTM","volume":"7","author":"Li","year":"2021","journal-title":"Int. Core J. Eng."},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1007\/978-981-33-4673-4_9"},{"key":"ref41","article-title":"Structural information preserving for graph-to-text generation","author":"Song","year":"2021","journal-title":"arXiv:2102.06749"},{"key":"ref42","first-page":"1","article-title":"Content preserving text generation with attribute controls","volume":"31","author":"Logeswaran","year":"2018","journal-title":"Adv. Neural Inf. Process. Syst."},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1145\/3439816"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.3389\/fpls.2020.637159"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.1109\/GCCE53005.2021.9621890"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1016\/j.ins.2021.05.044"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-45439-5_5"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.1109\/ICCSE.2019.8845453"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.1109\/ICEIEC49280.2020.9152352"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.1016\/j.ipm.2020.102217"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.1016\/j.artint.2019.07.003"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-38919-2_53"},{"key":"ref53","doi-asserted-by":"publisher","DOI":"10.1145\/3442381.3449838"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2018.12.092"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.1109\/IJCNN.2019.8852343"},{"key":"ref56","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2018.11.116"},{"key":"ref57","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2021.106850"},{"key":"ref58","doi-asserted-by":"publisher","DOI":"10.1007\/s10559-020-00216-x"},{"key":"ref59","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-32233-5_18"},{"key":"ref60","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/N19-1234"},{"key":"ref61","article-title":"Long-short range context neural networks for language modeling","author":"Oualil","year":"2017","journal-title":"arXiv:1708.06555"},{"key":"ref62","doi-asserted-by":"publisher","DOI":"10.1007\/978-981-13-2829-9_35"},{"key":"ref63","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/W17-5528"},{"key":"ref64","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/D18-1422"},{"key":"ref65","doi-asserted-by":"publisher","DOI":"10.1109\/IJCNN48605.2020.9207725"},{"key":"ref66","doi-asserted-by":"publisher","DOI":"10.1088\/1742-6596\/1168\/5\/052049"},{"key":"ref67","doi-asserted-by":"publisher","DOI":"10.1016\/j.csl.2019.06.008"},{"key":"ref68","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-63031-7_7"},{"key":"ref69","first-page":"1","article-title":"RelGAN: Relational generative adversarial networks for text generation","volume-title":"Proc. Int. Conf. Learn. Represent.","author":"Nie"},{"key":"ref70","doi-asserted-by":"publisher","DOI":"10.1088\/1742-6596\/1693\/1\/012060"},{"key":"ref71","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-36802-9_73"},{"key":"ref72","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-18305-9_10"},{"key":"ref73","doi-asserted-by":"publisher","DOI":"10.1145\/3297156.3297206"},{"key":"ref74","doi-asserted-by":"publisher","DOI":"10.1007\/s11432-019-2740-1"},{"key":"ref75","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-32381-3_43"},{"key":"ref76","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-021-00813-6"},{"key":"ref77","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-93037-4_8"},{"key":"ref78","doi-asserted-by":"publisher","DOI":"10.1007\/978-981-15-1377-0_44"},{"key":"ref79","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-61616-8_58"},{"key":"ref80","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/2021.findings-acl.428"},{"key":"ref81","doi-asserted-by":"publisher","DOI":"10.1109\/NAFOSTED.2017.8108032"},{"key":"ref82","doi-asserted-by":"publisher","DOI":"10.1007\/s12652-019-01176-7"},{"key":"ref83","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/K17-1044"},{"key":"ref84","doi-asserted-by":"publisher","DOI":"10.1145\/3341110"},{"key":"ref85","doi-asserted-by":"publisher","DOI":"10.1007\/s40593-020-00235-x"},{"key":"ref86","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-51310-8_8"},{"key":"ref87","volume-title":"A Bengali Text Generation Approach in Context of Abstractive Text Summarization Using RNN","author":"Masum","year":"2020"},{"key":"ref88","doi-asserted-by":"publisher","DOI":"10.1088\/1742-6596\/1810\/1\/012011"},{"key":"ref89","doi-asserted-by":"publisher","DOI":"10.1109\/ICWAPR48189.2019.8946478"},{"key":"ref90","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-23281-8_27"},{"key":"ref91","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2019.01.002"},{"key":"ref92","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-96292-4_41"},{"key":"ref93","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-33110-8_1"},{"key":"ref94","doi-asserted-by":"publisher","DOI":"10.1109\/ICCCNT45670.2019.8944784"},{"key":"ref95","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-59888-8_25"},{"key":"ref96","first-page":"1","article-title":"Efficient transfer learning schemes for personalized language modeling using recurrent neural network","volume-title":"Proc. Workshops 31st AAAI Conf. Artif. Intell.","author":"Yoon"},{"key":"ref97","first-page":"1","article-title":"Natural language generation, paraphrasing and summarization of user reviews with recurrent neural networks","volume-title":"Proc. Mater. Int. Conf. Dialog","author":"Tarasov"},{"key":"ref98","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/N16-1015"},{"key":"ref99","volume-title":"Natural Language Generation From Building Information Models for Intelligent NLP-Based Information Extraction","author":"Wang","year":"2020"},{"key":"ref100","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2020.106610"},{"key":"ref101","doi-asserted-by":"publisher","DOI":"10.1016\/j.csl.2017.01.014"},{"key":"ref102","doi-asserted-by":"publisher","DOI":"10.1016\/j.ins.2020.03.080"},{"key":"ref103","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-44689-5_12"},{"key":"ref104","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/D15-1199"},{"key":"ref105","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/W15-4639"},{"key":"ref106","doi-asserted-by":"publisher","DOI":"10.1109\/ICCSEA49143.2020.9132839"},{"key":"ref107","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-30490-4_22"},{"key":"ref108","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-54832-2_13"},{"key":"ref109","doi-asserted-by":"publisher","DOI":"10.4114\/intartif.vol21iss61pp30-46"},{"key":"ref110","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2018.09.069"},{"key":"ref111","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2019.11.079"},{"key":"ref112","doi-asserted-by":"publisher","DOI":"10.1109\/ICCCI50826.2021.9402488"},{"key":"ref113","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/D15-1199"},{"key":"ref114","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijhcs.2016.04.005"},{"key":"ref115","doi-asserted-by":"publisher","DOI":"10.1007\/978-981-15-2329-8_66"},{"key":"ref116","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-18305-9_9"},{"key":"ref117","doi-asserted-by":"publisher","DOI":"10.1109\/TASLP.2015.2400218"},{"key":"ref118","doi-asserted-by":"publisher","DOI":"10.1109\/JCSSE.2019.8864181"},{"key":"ref119","doi-asserted-by":"publisher","DOI":"10.1016\/j.asoc.2018.03.040"},{"key":"ref120","doi-asserted-by":"publisher","DOI":"10.1007\/978-981-15-8530-2_1"},{"key":"ref121","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2020.12.083"},{"key":"ref122","doi-asserted-by":"publisher","DOI":"10.1007\/s10844-020-00626-5"},{"key":"ref123","doi-asserted-by":"publisher","DOI":"10.1016\/j.ins.2018.03.050"},{"key":"ref124","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2020.2993928"},{"key":"ref125","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2021.04.036"},{"key":"ref126","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/D18-1428"},{"key":"ref127","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/2021.acl-long.115"},{"key":"ref128","doi-asserted-by":"publisher","DOI":"10.1007\/s10489-020-01838-6"},{"key":"ref129","doi-asserted-by":"publisher","DOI":"10.1109\/ICSC.2016.37"},{"key":"ref130","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/W19-8670"},{"key":"ref131","first-page":"2735","article-title":"HamleDT: To parse or not to parse?","volume-title":"Proc. LREC","author":"Zeman"},{"key":"ref132","article-title":"Practical natural language processing for low-resource languages","author":"King","year":"2015"},{"key":"ref133","doi-asserted-by":"publisher","DOI":"10.1007\/978-981-15-7394-1_45"},{"key":"ref134","article-title":"Label dependent deep variational paraphrase generation","author":"Shakeri","year":"2019","journal-title":"arXiv:1911.11952"}],"container-title":["IEEE Access"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/6287639\/9668973\/09771452.pdf?arnumber=9771452","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,1,22]],"date-time":"2024-01-22T23:04:41Z","timestamp":1705964681000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/9771452\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022]]},"references-count":134,"URL":"https:\/\/doi.org\/10.1109\/access.2022.3174108","relation":{},"ISSN":["2169-3536"],"issn-type":[{"value":"2169-3536","type":"electronic"}],"subject":[],"published":{"date-parts":[[2022]]}}}