{"id":"https://openalex.org/W4220974974","doi":"https://doi.org/10.1115/1.4054203","title":"Engineering Document Summarization: A Bidirectional Language Model-Based Approach","display_name":"Engineering Document Summarization: A Bidirectional Language Model-Based Approach","publication_year":2022,"publication_date":"2022-03-29","ids":{"openalex":"https://openalex.org/W4220974974","doi":"https://doi.org/10.1115/1.4054203"},"language":"en","primary_location":{"id":"doi:10.1115/1.4054203","is_oa":false,"landing_page_url":"https://doi.org/10.1115/1.4054203","pdf_url":null,"source":{"id":"https://openalex.org/S173178594","display_name":"Journal of Computing and Information Science in Engineering","issn_l":"1530-9827","issn":["1530-9827","1944-7078"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310316053","host_organization_name":"ASM International","host_organization_lineage":["https://openalex.org/P4310316053"],"host_organization_lineage_names":["ASM International"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computing and Information Science in Engineering","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/A5085187429","display_name":"Yunjian Qiu","orcid":"https://orcid.org/0009-0003-4312-4046"},"institutions":[{"id":"https://openalex.org/I1174212","display_name":"University of Southern California","ror":"https://ror.org/03taz7m60","country_code":"US","type":"education","lineage":["https://openalex.org/I1174212"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yunjian Qiu","raw_affiliation_strings":["Department of Aerospace and Mechanical Engineering, University of Southern California, 3650 McClintock Avenue, OHE 400, Los Angeles, CA, 90089-1453"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Aerospace and Mechanical Engineering, University of Southern California, 3650 McClintock Avenue, OHE 400, Los Angeles, CA, 90089-1453","institution_ids":["https://openalex.org/I1174212"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5023969203","display_name":"Yan Jin","orcid":"https://orcid.org/0000-0002-6502-5837"},"institutions":[{"id":"https://openalex.org/I1174212","display_name":"University of Southern California","ror":"https://ror.org/03taz7m60","country_code":"US","type":"education","lineage":["https://openalex.org/I1174212"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Yan Jin","raw_affiliation_strings":["Department of Aerospace and Mechanical Engineering, University of Southern California, 3650 McClintock Avenue, OHE 400, Los Angeles, CA, 90089-1453"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Aerospace and Mechanical Engineering, University of Southern California, 3650 McClintock Avenue, OHE 400, Los Angeles, CA, 90089-1453","institution_ids":["https://openalex.org/I1174212"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5023969203"],"corresponding_institution_ids":["https://openalex.org/I1174212"],"apc_list":null,"apc_paid":null,"fwci":1.5746,"has_fulltext":false,"cited_by_count":13,"citation_normalized_percentile":{"value":0.85210925,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"22","issue":"6","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.9998000264167786,"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"}},"topics":[{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.9998000264167786,"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":0.9998000264167786,"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/T13083","display_name":"Advanced Text Analysis Techniques","score":0.9951000213623047,"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/computer-science","display_name":"Computer science","score":0.9175534248352051},{"id":"https://openalex.org/keywords/automatic-summarization","display_name":"Automatic summarization","score":0.8640919327735901},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5852513909339905},{"id":"https://openalex.org/keywords/sentence","display_name":"Sentence","score":0.5746682286262512},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.5426602363586426},{"id":"https://openalex.org/keywords/encoder","display_name":"Encoder","score":0.5255776047706604},{"id":"https://openalex.org/keywords/language-model","display_name":"Language model","score":0.4914628267288208},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.47677189111709595},{"id":"https://openalex.org/keywords/transformer","display_name":"Transformer","score":0.4665847420692444},{"id":"https://openalex.org/keywords/set","display_name":"Set (abstract data type)","score":0.4101465940475464},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.3756559193134308},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.12630966305732727}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.9175534248352051},{"id":"https://openalex.org/C170858558","wikidata":"https://www.wikidata.org/wiki/Q1394144","display_name":"Automatic summarization","level":2,"score":0.8640919327735901},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5852513909339905},{"id":"https://openalex.org/C2777530160","wikidata":"https://www.wikidata.org/wiki/Q41796","display_name":"Sentence","level":2,"score":0.5746682286262512},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.5426602363586426},{"id":"https://openalex.org/C118505674","wikidata":"https://www.wikidata.org/wiki/Q42586063","display_name":"Encoder","level":2,"score":0.5255776047706604},{"id":"https://openalex.org/C137293760","wikidata":"https://www.wikidata.org/wiki/Q3621696","display_name":"Language model","level":2,"score":0.4914628267288208},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.47677189111709595},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.4665847420692444},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.4101465940475464},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.3756559193134308},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.12630966305732727},{"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/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","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/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1115/1.4054203","is_oa":false,"landing_page_url":"https://doi.org/10.1115/1.4054203","pdf_url":null,"source":{"id":"https://openalex.org/S173178594","display_name":"Journal of Computing and Information Science in Engineering","issn_l":"1530-9827","issn":["1530-9827","1944-7078"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310316053","host_organization_name":"ASM International","host_organization_lineage":["https://openalex.org/P4310316053"],"host_organization_lineage_names":["ASM International"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Computing and Information Science in Engineering","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.8100000023841858,"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":82,"referenced_works":["https://openalex.org/W303217050","https://openalex.org/W1522301498","https://openalex.org/W1525595230","https://openalex.org/W1566289585","https://openalex.org/W1614298861","https://openalex.org/W1965316693","https://openalex.org/W1968761064","https://openalex.org/W1975579663","https://openalex.org/W2007407316","https://openalex.org/W2037414258","https://openalex.org/W2062908157","https://openalex.org/W2076984834","https://openalex.org/W2081056190","https://openalex.org/W2084333023","https://openalex.org/W2085312711","https://openalex.org/W2108347737","https://openalex.org/W2110460921","https://openalex.org/W2110921901","https://openalex.org/W2133459682","https://openalex.org/W2143017621","https://openalex.org/W2154652894","https://openalex.org/W2158780731","https://openalex.org/W2182959134","https://openalex.org/W2187089797","https://openalex.org/W2296194829","https://openalex.org/W2307381258","https://openalex.org/W2317879529","https://openalex.org/W2596568673","https://openalex.org/W2598569220","https://openalex.org/W2606089314","https://openalex.org/W2735255127","https://openalex.org/W2741672218","https://openalex.org/W2750402403","https://openalex.org/W2794557536","https://openalex.org/W2852434548","https://openalex.org/W2880875857","https://openalex.org/W2896457183","https://openalex.org/W2909602489","https://openalex.org/W2911489562","https://openalex.org/W2913968390","https://openalex.org/W2925863688","https://openalex.org/W2955483668","https://openalex.org/W2962739339","https://openalex.org/W2963850840","https://openalex.org/W2963918774","https://openalex.org/W2964061924","https://openalex.org/W2970641574","https://openalex.org/W2971258845","https://openalex.org/W2979023429","https://openalex.org/W2985808369","https://openalex.org/W2988217457","https://openalex.org/W3071010731","https://openalex.org/W3093715800","https://openalex.org/W3128867615","https://openalex.org/W3133535060","https://openalex.org/W3151369355","https://openalex.org/W3169005331","https://openalex.org/W3186812636","https://openalex.org/W3198514653","https://openalex.org/W4292779060","https://openalex.org/W4381683870","https://openalex.org/W4385245566","https://openalex.org/W6631190155","https://openalex.org/W6631501603","https://openalex.org/W6633714834","https://openalex.org/W6636510571","https://openalex.org/W6669634558","https://openalex.org/W6680111315","https://openalex.org/W6682631176","https://openalex.org/W6686386953","https://openalex.org/W6697167962","https://openalex.org/W6718683173","https://openalex.org/W6739901393","https://openalex.org/W6749879876","https://openalex.org/W6750253784","https://openalex.org/W6752788575","https://openalex.org/W6755207826","https://openalex.org/W6760028380","https://openalex.org/W6761260114","https://openalex.org/W6763953266","https://openalex.org/W6778883912","https://openalex.org/W6898505805"],"related_works":["https://openalex.org/W4317547544","https://openalex.org/W4313395829","https://openalex.org/W3049463507","https://openalex.org/W2936497627","https://openalex.org/W4288365749","https://openalex.org/W3013624417","https://openalex.org/W4287826556","https://openalex.org/W4287598411","https://openalex.org/W3098382480","https://openalex.org/W3198458223"],"abstract_inverted_index":{"Abstract":[0],"In":[1],"this":[2],"study,":[3],"the":[4,12,22,32,37,64,69,90,96,114,121,137,142,168,186],"extractive":[5],"summarization":[6,93],"using":[7],"sentence":[8,65],"embeddings":[9,66],"generated":[10,144,189],"by":[11,145,190,210],"finetuned":[13,52,70,124],"Bidirectional":[14],"Encoder":[15],"Representations":[16],"from":[17,68],"Transformers":[18],"(BERT)":[19],"models":[20,60,71,147,192],"and":[21,45,63,106,174,198],"k-means":[23],"clustering":[24],"method":[25,99,110,170],"has":[26,181],"been":[27,183],"investigated.":[28],"To":[29],"show":[30],"how":[31],"BERT":[33,59,122,139,146],"model":[34,123],"can":[35,48,129,171,193],"capture":[36,194],"knowledge":[38],"in":[39,196,202],"specific":[40],"domains":[41],"like":[42,204],"engineering":[43],"design":[44],"what":[46],"it":[47],"produce":[49],"after":[50,207],"being":[51,208],"based":[53],"on":[54],"domain-specific":[55,211],"data":[56,212],"sets,":[57],"several":[58],"are":[61,72,85,111],"trained,":[62],"extracted":[67],"used":[73,112],"to":[74,88,178],"generate":[75,130],"summaries":[76,131,143,177],"of":[77,80,92],"a":[78,107,126],"set":[79],"papers.":[81],"Different":[82],"evaluation":[83,98,109],"methods":[84],"then":[86],"applied":[87],"measure":[89],"quality":[91],"results.":[94],"Both":[95],"machine":[97],"Recall-Oriented":[100],"Understudy":[101],"for":[102,113],"Gisting":[103],"Evaluation":[104],"(ROUGE)":[105],"human-based":[108],"comparison":[115],"study.":[116],"The":[117,163],"results":[118,165],"indicate":[119,166],"that":[120,167,185],"with":[125,132,152],"larger":[127],"dataset":[128],"more":[133,149,175],"domain":[134],"terminologies":[135],"than":[136,155],"pretrained":[138],"model.":[140],"Moreover,":[141],"have":[148,199],"contents":[150],"overlapping":[151],"original":[153],"documents":[154],"those":[156],"obtained":[157],"through":[158],"other":[159],"popular":[160],"non-BERT-based":[161],"models.":[162],"experimental":[164],"BERT-based":[169,191],"provide":[172],"better":[173,200],"informative":[176],"engineers.":[179],"It":[180],"also":[182],"demonstrated":[184],"contextualized":[187],"representations":[188],"information":[195],"text":[197,205],"performance":[201],"applications":[203],"summarizations":[206],"trained":[209],"sets.":[213]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":1}],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2025-10-10T00:00:00"}
