{"id":"https://openalex.org/W4408251492","doi":"https://doi.org/10.1108/imds-05-2024-0435","title":"A dual adversarial structure of\u00a0generative adversarial network for\u00a0nature language generation","display_name":"A dual adversarial structure of\u00a0generative adversarial network for\u00a0nature language generation","publication_year":2025,"publication_date":"2025-03-05","ids":{"openalex":"https://openalex.org/W4408251492","doi":"https://doi.org/10.1108/imds-05-2024-0435"},"language":"en","primary_location":{"id":"doi:10.1108/imds-05-2024-0435","is_oa":false,"landing_page_url":"https://doi.org/10.1108/imds-05-2024-0435","pdf_url":null,"source":{"id":"https://openalex.org/S37320504","display_name":"Industrial Management & Data Systems","issn_l":"0263-5577","issn":["0263-5577","1758-5783"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319811","host_organization_name":"Emerald Publishing Limited","host_organization_lineage":["https://openalex.org/P4310319811"],"host_organization_lineage_names":["Emerald Publishing Limited"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Industrial Management & Data Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5065177417","display_name":"Kuen\u2010Liang Sue","orcid":null},"institutions":[{"id":"https://openalex.org/I22265921","display_name":"National Central University","ror":"https://ror.org/00944ve71","country_code":"TW","type":"education","lineage":["https://openalex.org/I22265921"]}],"countries":["TW"],"is_corresponding":true,"raw_author_name":"Kuen-Liang Sue","raw_affiliation_strings":["Department of Information Management, National Central University, Taoyuan, Taiwan"],"affiliations":[{"raw_affiliation_string":"Department of Information Management, National Central University, Taoyuan, Taiwan","institution_ids":["https://openalex.org/I22265921"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5033316100","display_name":"Yi-Cheng Chen","orcid":"https://orcid.org/0000-0001-7153-0410"},"institutions":[{"id":"https://openalex.org/I22265921","display_name":"National Central University","ror":"https://ror.org/00944ve71","country_code":"TW","type":"education","lineage":["https://openalex.org/I22265921"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Yi-Cheng Chen","raw_affiliation_strings":["Department of Information Management, National Central University, Taoyuan, Taiwan"],"affiliations":[{"raw_affiliation_string":"Department of Information Management, National Central University, Taoyuan, Taiwan","institution_ids":["https://openalex.org/I22265921"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5065177417"],"corresponding_institution_ids":["https://openalex.org/I22265921"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.03806077,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"125","issue":"4","first_page":"1279","last_page":"1305"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10775","display_name":"Generative Adversarial Networks and Image Synthesis","score":0.9955000281333923,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10775","display_name":"Generative Adversarial Networks and Image Synthesis","score":0.9955000281333923,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.9898999929428101,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10181","display_name":"Natural Language Processing Techniques","score":0.9837999939918518,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/discriminator","display_name":"Discriminator","score":0.8512929081916809},{"id":"https://openalex.org/keywords/generator","display_name":"Generator (circuit theory)","score":0.8201168775558472},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7932603359222412},{"id":"https://openalex.org/keywords/adversarial-system","display_name":"Adversarial system","score":0.6314866542816162},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6071692109107971},{"id":"https://openalex.org/keywords/dual","display_name":"Dual (grammatical number)","score":0.566150426864624},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5484146475791931},{"id":"https://openalex.org/keywords/generative-grammar","display_name":"Generative grammar","score":0.5107462406158447},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.4853321611881256},{"id":"https://openalex.org/keywords/exploit","display_name":"Exploit","score":0.45502573251724243},{"id":"https://openalex.org/keywords/mode","display_name":"Mode (computer interface)","score":0.4399087727069855},{"id":"https://openalex.org/keywords/translation","display_name":"Translation (biology)","score":0.42882591485977173},{"id":"https://openalex.org/keywords/natural-language-generation","display_name":"Natural language generation","score":0.4146120548248291},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.37872207164764404},{"id":"https://openalex.org/keywords/natural-language","display_name":"Natural language","score":0.3005557060241699},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.1322403848171234},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.09294861555099487},{"id":"https://openalex.org/keywords/linguistics","display_name":"Linguistics","score":0.07656341791152954}],"concepts":[{"id":"https://openalex.org/C2779803651","wikidata":"https://www.wikidata.org/wiki/Q5282088","display_name":"Discriminator","level":3,"score":0.8512929081916809},{"id":"https://openalex.org/C2780992000","wikidata":"https://www.wikidata.org/wiki/Q17016113","display_name":"Generator (circuit theory)","level":3,"score":0.8201168775558472},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7932603359222412},{"id":"https://openalex.org/C37736160","wikidata":"https://www.wikidata.org/wiki/Q1801315","display_name":"Adversarial system","level":2,"score":0.6314866542816162},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6071692109107971},{"id":"https://openalex.org/C2780980858","wikidata":"https://www.wikidata.org/wiki/Q110022","display_name":"Dual (grammatical number)","level":2,"score":0.566150426864624},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5484146475791931},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.5107462406158447},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.4853321611881256},{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.45502573251724243},{"id":"https://openalex.org/C48677424","wikidata":"https://www.wikidata.org/wiki/Q6888088","display_name":"Mode (computer interface)","level":2,"score":0.4399087727069855},{"id":"https://openalex.org/C149364088","wikidata":"https://www.wikidata.org/wiki/Q185917","display_name":"Translation (biology)","level":4,"score":0.42882591485977173},{"id":"https://openalex.org/C2776187449","wikidata":"https://www.wikidata.org/wiki/Q1513879","display_name":"Natural language generation","level":3,"score":0.4146120548248291},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.37872207164764404},{"id":"https://openalex.org/C195324797","wikidata":"https://www.wikidata.org/wiki/Q33742","display_name":"Natural language","level":2,"score":0.3005557060241699},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.1322403848171234},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.09294861555099487},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.07656341791152954},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0},{"id":"https://openalex.org/C105580179","wikidata":"https://www.wikidata.org/wiki/Q188928","display_name":"Messenger RNA","level":3,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.0},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C94915269","wikidata":"https://www.wikidata.org/wiki/Q1834857","display_name":"Detector","level":2,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1108/imds-05-2024-0435","is_oa":false,"landing_page_url":"https://doi.org/10.1108/imds-05-2024-0435","pdf_url":null,"source":{"id":"https://openalex.org/S37320504","display_name":"Industrial Management & Data Systems","issn_l":"0263-5577","issn":["0263-5577","1758-5783"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319811","host_organization_name":"Emerald Publishing Limited","host_organization_lineage":["https://openalex.org/P4310319811"],"host_organization_lineage_names":["Emerald Publishing Limited"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Industrial Management & Data Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/10","score":0.6600000262260437,"display_name":"Reduced inequalities"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":57,"referenced_works":["https://openalex.org/W1658658360","https://openalex.org/W1810943226","https://openalex.org/W1861492603","https://openalex.org/W2064675550","https://openalex.org/W2076708290","https://openalex.org/W2101105183","https://openalex.org/W2125389028","https://openalex.org/W2130942839","https://openalex.org/W2135363470","https://openalex.org/W2157331557","https://openalex.org/W2174424190","https://openalex.org/W2335959470","https://openalex.org/W2434741482","https://openalex.org/W2564591810","https://openalex.org/W2565378226","https://openalex.org/W2593383075","https://openalex.org/W2604799547","https://openalex.org/W2605287558","https://openalex.org/W2616969219","https://openalex.org/W2622068151","https://openalex.org/W2739748921","https://openalex.org/W2785896739","https://openalex.org/W2896457183","https://openalex.org/W2908747729","https://openalex.org/W2945260553","https://openalex.org/W2947764539","https://openalex.org/W2950813464","https://openalex.org/W2953700661","https://openalex.org/W2963073614","https://openalex.org/W2963248348","https://openalex.org/W2963574252","https://openalex.org/W2963730239","https://openalex.org/W2964268978","https://openalex.org/W2969111743","https://openalex.org/W2995028880","https://openalex.org/W2997434469","https://openalex.org/W2999776172","https://openalex.org/W3004450693","https://openalex.org/W3007504716","https://openalex.org/W3012311052","https://openalex.org/W3023581195","https://openalex.org/W3024754405","https://openalex.org/W3030163527","https://openalex.org/W3151498616","https://openalex.org/W3155375169","https://openalex.org/W3171835054","https://openalex.org/W3198652303","https://openalex.org/W3206191467","https://openalex.org/W4210794564","https://openalex.org/W4213397551","https://openalex.org/W4226280410","https://openalex.org/W4309674289","https://openalex.org/W4385568076","https://openalex.org/W4386798083","https://openalex.org/W4389009377","https://openalex.org/W4390937897","https://openalex.org/W6682631176"],"related_works":["https://openalex.org/W2995777218","https://openalex.org/W3089357417","https://openalex.org/W2955859849","https://openalex.org/W2152921782","https://openalex.org/W382594479","https://openalex.org/W2470045054","https://openalex.org/W2575772232","https://openalex.org/W2151245229","https://openalex.org/W2140902089","https://openalex.org/W1510553545"],"abstract_inverted_index":{"Purpose":[0],"Recently,":[1],"due":[2],"to":[3,41,78,94,152,169,203,269,275],"the":[4,18,33,67,80,88,98,125,133,136,154,158,171,176,181,219,223,229,244,249,264,277],"practicability":[5,278],"in":[6,17,113,222,243,259],"several":[7,45,270],"domains,":[8],"generative":[9],"adversarial":[10,63,128,215],"network":[11],"(GAN)":[12],"has":[13],"successfully":[14],"been":[15],"adopted":[16],"field":[19],"of":[20,27,35,82,101,135,175,231,236],"natural":[21],"language":[22],"generation":[23],"(NLG).":[24],"The":[25,105,139,234],"purpose":[26],"this":[28,208],"paper":[29],"focuses":[30],"on":[31,58,184],"improving":[32],"quality":[34,81,134],"text":[36],"and":[37,96,121,141,148,173,192,272,279],"generating":[38],"sequences":[39],"similar":[40],"human":[42],"writing":[43],"for":[44,227,257],"real":[46,204,273],"applications.":[47,206],"Design/methodology/approach":[48],"A":[49],"novel":[50],"model,":[51],"GAN":[52,60,107,159,202,210],"2":[53,108,160,211],",":[54],"is":[55,267],"developed":[56],"based":[57],"a":[59,74,213,260],"with":[61,73,90,180,248,283],"dual":[62,127,214],"architecture.":[64],"We":[65],"train":[66],"generator":[68,89],"by":[69,253],"an":[70,91],"internal":[71],"discriminator":[72,93,252],"beam":[75],"search":[76],"technique":[77],"improve":[79,132],"generated":[83,137,155],"sequences.":[84],"Then,":[85],"we":[86,130],"enhance":[87],"external":[92],"optimize":[95],"strengthen":[97],"learning":[99,220],"process":[100,221],"sequence":[102],"generation.":[103],"Findings":[104],"proposed":[106,126,177,265],"model":[109,161,178,266],"could":[110,240],"be":[111,241],"utilized":[112],"widespread":[114],"applications,":[115],"such":[116,144],"as":[117,145],"chatbots,":[118],"machine":[119],"translation":[120],"image":[122],"description.":[123],"By":[124],"structure,":[129],"significantly":[131],"text.":[138],"average":[140],"top-1":[142],"metrics,":[143],"NLL,":[146],"BLEU":[147],"ROUGE,":[149],"are":[150,167,195],"used":[151],"measure":[153],"sentences":[156],"from":[157],"over":[162],"all":[163,284],"baselines.":[164],"Several":[165],"experiments":[166],"conducted":[168],"demonstrate":[170],"performance":[172],"superiority":[174],"compared":[179],"state-of-the-art":[182],"methods":[183],"numerous":[185],"evaluation":[186],"metrics.":[187,286],"Originality/value":[188],"Generally,":[189],"reward":[190,232],"sparsity":[191],"mode":[193,237],"collapse":[194,238],"two":[196],"main":[197],"challenging":[198],"issues":[199],"when":[200],"adopt":[201],"NLG":[205],"In":[207],"study,":[209],"exploits":[212],"architecture":[216],"which":[217],"facilitates":[218],"early":[224],"training":[225,246,258],"stage":[226,247],"solving":[228],"problem":[230],"sparsity.":[233],"occurrence":[235],"also":[239],"reduced":[242],"later":[245],"introduced":[250],"comparative":[251],"avoiding":[254],"high":[255],"rewards":[256],"specific":[261],"mode.":[262],"Furthermore,":[263],"applied":[268],"synthetic":[271],"datasets":[274],"show":[276],"exhibit":[280],"great":[281],"generalization":[282],"discussed":[285]},"counts_by_year":[],"updated_date":"2025-12-23T23:11:35.936235","created_date":"2025-10-10T00:00:00"}