{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,17]],"date-time":"2026-07-17T14:56:52Z","timestamp":1784300212520,"version":"3.55.0"},"reference-count":66,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"4","license":[{"start":{"date-parts":[[2022,4,1]],"date-time":"2022-04-01T00:00:00Z","timestamp":1648771200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2022,4,1]],"date-time":"2022-04-01T00:00:00Z","timestamp":1648771200000},"content-version":"am","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2022,4,1]],"date-time":"2022-04-01T00:00:00Z","timestamp":1648771200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2022,4,1]],"date-time":"2022-04-01T00:00:00Z","timestamp":1648771200000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"funder":[{"name":"National Key Research and Development Program of China","award":["2017YFB1001803"],"award-info":[{"award-number":["2017YFB1001803"]}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["61772071"],"award-info":[{"award-number":["61772071"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["61690205"],"award-info":[{"award-number":["61690205"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/100000001","name":"National Science Foundation","doi-asserted-by":"publisher","award":["CCF-1350487"],"award-info":[{"award-number":["CCF-1350487"]}],"id":[{"id":"10.13039\/100000001","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IIEEE Trans. Software Eng."],"published-print":{"date-parts":[[2022,4,1]]},"DOI":"10.1109\/tse.2020.3018481","type":"journal-article","created":{"date-parts":[[2020,8,21]],"date-time":"2020-08-21T20:12:10Z","timestamp":1598040730000},"page":"1268-1289","source":"Crossref","is-referenced-by-count":37,"title":["Deep Learning Based Program Generation From Requirements Text: Are We There Yet?"],"prefix":"10.1109","volume":"48","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-6223-2542","authenticated-orcid":false,"given":"Hui","family":"Liu","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Mingzhu","family":"Shen","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jiaqi","family":"Zhu","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5566-2368","authenticated-orcid":false,"given":"Nan","family":"Niu","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Ge","family":"Li","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8304-7055","authenticated-orcid":false,"given":"Lu","family":"Zhang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref1","volume-title":"Software Engineering","author":"Sommerville","year":"1992"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1109\/ASE.1999.802346"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1145\/337180.337615"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1109\/32.54292"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1007\/s11432-017-9355-3"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-64021-1"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1109\/2.58215"},{"key":"ref8","volume-title":"An Introduction to Formal Languages and Automata","author":"Linz","year":"2011"},{"key":"ref9","article-title":"Model driven architecture","author":"Soley","year":"2000"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-24485-8_14"},{"key":"ref11","volume-title":"The Unified Modelling Language User Guide","author":"Booch","year":"2005"},{"issue":"6","key":"ref12","first-page":"445","article-title":"Using UML action semantics for model execution and transformation","volume-title":"Inf. Syst.","volume":"27","author":"Suny\u00e9","year":"2002"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.3115\/1075812.1075823"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/P16-1057"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1007\/3-540-44795-4_40"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1145\/3196398.3196408"},{"key":"ref17","first-page":"980","article-title":"Image-to-markup generation with coarse-to-fine attention","volume-title":"Proc. 34th Int. Conf. Mach. Learn.","author":"Deng"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1145\/3180155.3180240"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1145\/1926385.1926423"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v31i1.10734"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-61073-3"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/p17-1041"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.3115\/1073083.1073135"},{"key":"ref24","article-title":"Google\u2019s neural machine translation system: Bridging the gap between human and machine translation","volume-title":"CoRR","author":"Wu","year":"2016"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1109\/ASE.2015.36"},{"key":"ref26","first-page":"590","article-title":"Learning dependency-based compositional semantics","volume-title":"Proc. 49th Annu. Meeting Assoc. Comput. Linguistics","author":"Liang"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.3115\/v1\/D14-1135"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/P16-1004"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/p17-1105"},{"key":"ref30","article-title":"Generation of code from text description with syntactic parsing and Tree2Tree model","author":"Stehnii","year":"2018"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/D18-2002"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/P18-1068"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/D18-1111"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v33i01.33017055"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1145\/2814270.2814295"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1145\/2884781.2884808"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1109\/ICSME.2018.00029"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1109\/SANER48275.2020.9054840"},{"key":"ref39","first-page":"1050","article-title":"Learning to parse database queries using inductive logic programming","volume-title":"Proc. 13th Nat. Conf. Artif. Intell.","author":"Zelle"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.3115\/v1\/P15-1085"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1145\/3178876.3186081"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.1145\/2594291.2594321"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.24963\/ijcai.2018\/578"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.1109\/ICSE.2012.6227135"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.1145\/2786805.2786849"},{"key":"ref49","first-page":"602","article-title":"Machine learning based automated method name recommendation: How far are we","volume-title":"Proc. 34th IEEE\/ACM Int. Conf. Autom. Softw. Eng.","author":"Jiang"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.1145\/2884781.2884841"},{"key":"ref51","article-title":"Towards synthesizing complex programs from input-output examples","volume-title":"Proc. Int. Conf. Learn. Representations","author":"Chen"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.1145\/3208071"},{"key":"ref53","first-page":"990","article-title":"RobustFill: Neural program learning under noisy I\/O","volume-title":"Proc. 34th Int. Conf. Mach. Learn.","author":"Devlin"},{"key":"ref54","article-title":"Neuro-symbolic program synthesis","volume-title":"Proc. 5th Int. Conf. Learn. Representations","author":"Parisotto"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.1145\/3062341.3062351"},{"key":"ref56","doi-asserted-by":"publisher","DOI":"10.1145\/3192366.3192382"},{"key":"ref57","doi-asserted-by":"publisher","DOI":"10.1145\/3192366.3192410"},{"key":"ref58","article-title":"Synthetic datasets for neural program synthesis","volume-title":"Proc. Int. Conf. Learn. Representations","author":"Shin"},{"key":"ref59","first-page":"1","article-title":"DeepCoder: Learning to write programs","volume-title":"Proc. Int. Conf. Learn. Representations","author":"Balog"},{"key":"ref60","doi-asserted-by":"publisher","DOI":"10.1109\/ICSE.2019.00086"},{"key":"ref61","doi-asserted-by":"publisher","DOI":"10.1145\/3290353"},{"key":"ref62","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v30i1.10139"},{"key":"ref63","article-title":"Learning to represent programs with graphs","volume-title":"CoRR","author":"Allamanis","year":"2017"},{"key":"ref66","doi-asserted-by":"publisher","DOI":"10.1145\/1242572.1242592"},{"issue":"8","key":"ref67","first-page":"707","article-title":"Binary codes capable of correcting deletions, insertions, and reversals","volume":"10","author":"Levenshtein","year":"1966","journal-title":"Soviet Phys. Doklady"},{"key":"ref68","first-page":"25","article-title":"Syntactic features for evaluation of machine translation","volume-title":"Proc. Workshop Intrinsic Extrinsic Eval. Measures Mach. Transl. Summarization","author":"Liu"},{"key":"ref69","doi-asserted-by":"publisher","DOI":"10.1145\/2661136.2661148"},{"key":"ref70","volume-title":"Natural Language Processing with Python","author":"Bird","year":"2009"},{"key":"ref73","doi-asserted-by":"publisher","DOI":"10.2307\/2346413"}],"container-title":["IEEE Transactions on Software Engineering"],"original-title":[],"link":[{"URL":"https:\/\/ieeexplore.ieee.org\/ielam\/32\/9758085\/9173704-aam.pdf","content-type":"application\/pdf","content-version":"am","intended-application":"syndication"},{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/32\/9758085\/09173704.pdf?arnumber=9173704","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,1,10]],"date-time":"2024-01-10T00:24:30Z","timestamp":1704846270000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/9173704\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,4,1]]},"references-count":66,"journal-issue":{"issue":"4"},"URL":"https:\/\/doi.org\/10.1109\/tse.2020.3018481","relation":{},"ISSN":["0098-5589","1939-3520","2326-3881"],"issn-type":[{"value":"0098-5589","type":"print"},{"value":"1939-3520","type":"electronic"},{"value":"2326-3881","type":"electronic"}],"subject":[],"published":{"date-parts":[[2022,4,1]]}}}