{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,21]],"date-time":"2026-02-21T07:10:37Z","timestamp":1771657837811,"version":"3.50.1"},"reference-count":109,"publisher":"Zhejiang University Press","issue":"1","license":[{"start":{"date-parts":[[2024,1,1]],"date-time":"2024-01-01T00:00:00Z","timestamp":1704067200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2024,1,1]],"date-time":"2024-01-01T00:00:00Z","timestamp":1704067200000},"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":["Front Inform Technol Electron Eng"],"published-print":{"date-parts":[[2024,1]]},"DOI":"10.1631\/fitee.2300410","type":"journal-article","created":{"date-parts":[[2024,2,8]],"date-time":"2024-02-08T03:04:06Z","timestamp":1707361446000},"page":"64-83","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":14,"title":["Advances and challenges in artificial intelligence text generation","\u4eba\u5de5\u667a\u80fd\u6587\u672c\u751f\u6210\u7684\u8fdb\u5c55\u4e0e\u6311\u6218"],"prefix":"10.1631","volume":"25","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-1251-4346","authenticated-orcid":false,"given":"Bing","family":"Li","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-1184-8117","authenticated-orcid":false,"given":"Peng","family":"Yang","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yuankang","family":"Sun","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Zhongjian","family":"Hu","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Meng","family":"Yi","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"635","published-online":{"date-parts":[[2024,2,8]]},"reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1016\/j.mlwa.2020.100006"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/2022.findings-acl.122"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1109\/icengtechnol.2017.8308186"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-90321-3_61"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/w16-3605"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-28601-8_31"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2021.107134"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1145\/3477495.3532682"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1145\/3297156.3297206"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/2020.acl-main.705"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/2021.acl-long.459"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.21512\/comtech.v7i4.3746"},{"key":"ref13","volume-title":"Wordcraft: a human-AI collaborative editor for story writing.","author":"Coenen","year":"2021"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1145\/3475716.3475781"},{"key":"ref15","article-title":"Plug and play language models: a simple approach to controlled text generation","author":"Dathathri","year":"2020","journal-title":"Proc 8th Int Conf on Learning Representations"},{"key":"ref16","first-page":"4171","article-title":"BERT: pretraining of deep bidirectional Transformers for language understanding","volume-title":"Proc Conf of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies","author":"Devlin","year":"2019"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1109\/mwscas.2017.8053243"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1017\/s135132492300013x"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1504\/ijcat.2017.086007"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1016\/j.frl.2023.103662"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1016\/j.jss.2023.111741"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/d19-1428"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1145\/3477495.3532029"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1109\/tpami.2012.118"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1007\/s11023-020-09548-1"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1145\/3289600.3290992"},{"key":"ref27","volume-title":"Neural language generation: formulation, methods, and evaluation.","author":"Garbacea","year":"2020"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1111\/2041-210x.13801"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1145\/3422622"},{"key":"ref30","volume-title":"Few-shot table-to-text generation with prompt planning and knowledge memorization.","author":"Guo","year":"2023"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1007\/978-981-16-9012-9_21"},{"key":"ref32","article-title":"CATER: intellectual property protection on text generation APIs via conditional watermarks","author":"He","year":"2022","journal-title":"Proc 36th Conf on Neural Information Processing Systems"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/2020.emnlp-main.57"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1109\/iacs.2014.6841951"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1109\/scse49731.2020.9313024"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/d19-1259"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.4236\/jsea.2023.164006"},{"key":"ref38","doi-asserted-by":"crossref","first-page":"022026","DOI":"10.1088\/1757-899X\/960\/2\/022026","article-title":"The effect of artificial intelligence (AI) on new product development (NPD): a future scenario","volume":"960","author":"Karakoylu","year":"2020","journal-title":"IOP Conf Ser Mater Sci Eng"},{"key":"ref39","volume-title":"CTRL: a conditional transformer language model for controllable generation.","author":"Keskar","year":"2019"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1007\/s12195-023-00765-z"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1007\/s12195-022-00754-8"},{"key":"ref42","volume-title":"Auto-encoding variational Bayes.","author":"Kingma","year":"2014"},{"key":"ref43","first-page":"2284","article-title":"Text generation from knowledge graphs with graph transformers","volume-title":"Proc Conf of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies","author":"Koncel-Kedziorski","year":"2019"},{"key":"ref44","volume-title":"WikiHow: a large scale text summarization dataset.","author":"Koupaee","year":"2018"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.3233\/978-1-61499-678-1-471"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/2022.naacl-main.35"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.1016\/j.wpi.2020.101983"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/w17-3528"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/2020.acl-main.703"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.1145\/3511891"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.1145\/3529466.3529484"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.1126\/science.abq1158"},{"key":"ref53","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2020.09.066"},{"key":"ref54","first-page":"305","article-title":"Putting the user in the loop: interactive maximal marginal relevance for query-focused summarization","author":"Lin","year":"2010","journal-title":"Proc Conf of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/p18-2027"},{"key":"ref56","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v32i1.11925"},{"key":"ref57","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/p19-1500"},{"key":"ref58","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/d19-1387"},{"key":"ref59","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v35i7.16796"},{"key":"ref60","volume-title":"RoBERTa: a robustly optimized BERT pretraining approach.","author":"Liu","year":"2019"},{"key":"ref61","doi-asserted-by":"publisher","DOI":"10.1108\/lhtn-01-2023-0009"},{"issue":"3","key":"ref62","first-page":"718","article-title":"Text keyword extraction method based on word frequency statistics","volume":"36","author":"Luo","year":"2016","journal-title":"J Comput Appl"},{"key":"ref63","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v36i11.21642"},{"key":"ref64","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/p17-1054"},{"key":"ref65","volume-title":"Leveraging BERT for extractive text summarization on lectures.","author":"Miller","year":"2019"},{"key":"ref66","doi-asserted-by":"publisher","DOI":"10.1007\/978-1-4842-6543-7_7"},{"key":"ref67","doi-asserted-by":"publisher","DOI":"10.1145\/3313831.3376811"},{"key":"ref68","volume-title":"ChatGPT versus traditional question answering for knowledge graphs: current status and future directions towards knowledge graph chatbots.","author":"Omar","year":"2023"},{"key":"ref69","first-page":"2833","article-title":"Sentence similarity based on dependency tree kernels for multi-document summarization","author":"\u00d6zate\u015f","year":"2016","journal-title":"Proc 10th Int Conf on Language Resources and Evaluation"},{"key":"ref70","doi-asserted-by":"publisher","DOI":"10.1109\/taslp.2016.2520371"},{"key":"ref71","volume-title":"Some observations on fact-checking work with implications for computational support.","author":"Procter","year":"2023"},{"key":"ref72","doi-asserted-by":"publisher","DOI":"10.1038\/s42256-019-0048-x"},{"key":"ref73","volume-title":"Creative GANs for generating poems, lyrics, and metaphors.","author":"Saeed","year":"2019"},{"key":"ref74","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/p17-1099"},{"key":"ref75","doi-asserted-by":"publisher","DOI":"10.1093\/jiplp\/jpaa062"},{"key":"ref76","doi-asserted-by":"publisher","DOI":"10.2139\/ssrn.3707741"},{"key":"ref77","volume-title":"Using DeepSpeed and megatron to train Megatron-Turing NLG 530B, a large-scale generative language model.","author":"Smith","year":"2022"},{"key":"ref78","doi-asserted-by":"publisher","DOI":"10.1080\/24750158.2022.2135359"},{"key":"ref79","doi-asserted-by":"publisher","DOI":"10.1162\/tacl_a_00477"},{"issue":"1","key":"ref80","first-page":"17","article-title":"Use ChatGPT to solve programming bugs","volume":"3","author":"Surameery","year":"2023","journal-title":"Int J Inform Technol Comput Eng"},{"key":"ref81","doi-asserted-by":"publisher","DOI":"10.1145\/3368089.3417058"},{"key":"ref82","volume-title":"LaMDA: language models for dialog applications.","author":"Thoppilan","year":"2022"},{"key":"ref83","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/2022.naacl-main.262"},{"key":"ref84","volume-title":"Improving variational autoencoders using householder flow.","author":"Tomczak","year":"2016"},{"key":"ref85","doi-asserted-by":"publisher","DOI":"10.1080\/08839514.2020.1842108"},{"issue":"2","key":"ref86","first-page":"36","article-title":"Speech to text and text to speech recognition systems-a review","volume":"20","author":"Trivedi","year":"2018","journal-title":"IOSR J Comput Eng"},{"key":"ref87","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/w19-8643"},{"key":"ref88","first-page":"6000","article-title":"Attention is all you need","volume-title":"Proc 31st Int Conf on Neural Information Processing Systems","author":"Vaswani","year":"2017"},{"key":"ref89","doi-asserted-by":"publisher","DOI":"10.26615\/978-954-452-056-4_146"},{"key":"ref90","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/2020.aacl-demo.6"},{"key":"ref91","doi-asserted-by":"publisher","DOI":"10.1162\/tacl_a_00297"},{"key":"ref92","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2017.08.040"},{"key":"ref93","doi-asserted-by":"publisher","DOI":"10.3233\/FAIA210314"},{"key":"ref94","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-72016-2_19"},{"key":"ref95","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/w19-4815"},{"key":"ref96","doi-asserted-by":"publisher","DOI":"10.1162\/neco_a_01199"},{"key":"ref97","article-title":"BERTScore: evaluating text generation with BERT","author":"Zhang","year":"2020","journal-title":"Proc 8th Int Conf on Learning Representations"},{"key":"ref98","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v36i11.21508"},{"issue":"2022b","key":"ref99","volume-title":"Scenario-based multi-product advertising copywriting generation for e-commerce.","author":"Zhang"},{"key":"ref100","first-page":"316","article-title":"Overview of the NTCIR-14 short text generation subtask: emotion generation challenge","author":"Zhang","year":"2019","journal-title":"Proc 14th NTCIR Conf on Evaluation of Information Access Technologies"},{"key":"ref101","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/p19-1139"},{"key":"ref102","first-page":"1401","article-title":"Table-based fact verification with self-labeled keypoint alignment","author":"Zhao","year":"2022","journal-title":"Proc 29th Int Conf on Computational Linguistics"},{"key":"ref103","volume-title":"Graph-based multi-hop reasoning for long text generation.","author":"Zhao","year":"2020"},{"key":"ref104","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/d19-1053"},{"key":"ref105","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/2023.eacl-main.278"},{"key":"ref106","doi-asserted-by":"publisher","DOI":"10.1007\/s11633-021-1301-4"},{"key":"ref107","doi-asserted-by":"publisher","DOI":"10.1145\/3404835.3462846"},{"key":"ref108","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-20418-0_3"},{"key":"ref109","doi-asserted-by":"publisher","DOI":"10.1016\/j.procir.2022.02.159"}],"container-title":["Frontiers of Information Technology & Electronic Engineering"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1631\/FITEE.2300410.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1631\/FITEE.2300410\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1631\/FITEE.2300410.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,2,21]],"date-time":"2026-02-21T06:36:57Z","timestamp":1771655817000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1631\/FITEE.2300410"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,1]]},"references-count":109,"journal-issue":{"issue":"1","published-print":{"date-parts":[[2024,1]]}},"alternative-id":["410"],"URL":"https:\/\/doi.org\/10.1631\/fitee.2300410","relation":{},"ISSN":["2095-9184","2095-9230"],"issn-type":[{"value":"2095-9184","type":"print"},{"value":"2095-9230","type":"electronic"}],"subject":[],"published":{"date-parts":[[2024,1]]},"assertion":[{"value":"9 June 2023","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"18 September 2023","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"8 February 2024","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"All the authors declare that they have no conflict of interest.","order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Compliance with ethics guidelines"}}]}}