{"id":"https://openalex.org/W4367321849","doi":"https://doi.org/10.21203/rs.3.rs-2856782/v1","title":"Hybrid Arabic text summarization Approach based on Seq-to-seq and Transformer","display_name":"Hybrid Arabic text summarization Approach based on Seq-to-seq and Transformer","publication_year":2023,"publication_date":"2023-04-27","ids":{"openalex":"https://openalex.org/W4367321849","doi":"https://doi.org/10.21203/rs.3.rs-2856782/v1"},"language":"en","primary_location":{"id":"doi:10.21203/rs.3.rs-2856782/v1","doi":"https://doi.org/10.21203/rs.3.rs-2856782/v1","is_oa":true,"landing_page_url":"http://dx.doi.org/10.21203/rs.3.rs-2856782/v1","pdf_url":"https://www.researchsquare.com/article/rs-2856782/latest.pdf","source":{"id":"https://openalex.org/S4306525896","display_name":"Research Square","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Research Square","raw_type":"posted-content"},"volume":null,"type":"preprint","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://www.researchsquare.com/article/rs-2856782/latest.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5000586390","display_name":"Asmaa Elsaid","orcid":"https://orcid.org/0000-0003-0514-1278","observed_orcids":["https://orcid.org/0000-0003-0514-1278"]},"institutions":[{"id":"https://openalex.org/I145487455","display_name":"Cairo University","ror":"https://ror.org/03q21mh05","country_code":"EG","type":"education","lineage":["https://openalex.org/I145487455"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Asmaa ELSAID","raw_affiliation_strings":["Cairo University","Department of Computer Science, Faculty of Graduate Studies of Statistical Researches, Cairo University, Egypt","Higher Institute for Computers & Information Technology, ElShorouk, Cairo, Egypt"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Cairo University","institution_ids":["https://openalex.org/I145487455"]},{"raw_affiliation_string":"Department of Computer Science, Faculty of Graduate Studies of Statistical Researches, Cairo University, Egypt","institution_ids":["https://openalex.org/I145487455"]},{"raw_affiliation_string":"Higher Institute for Computers & Information Technology, ElShorouk, Cairo, Egypt","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043322097","display_name":"Ammar Mohammed","orcid":"https://orcid.org/0000-0001-6844-9451","observed_orcids":["https://orcid.org/0000-0001-6844-9451"]},"institutions":[{"id":"https://openalex.org/I145487455","display_name":"Cairo University","ror":"https://ror.org/03q21mh05","country_code":"EG","type":"education","lineage":["https://openalex.org/I145487455"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"AMMAR MOHAMMED","raw_affiliation_strings":["Cairo University","Department of Computer Science, Faculty of Graduate Studies of Statistical Researches, Cairo University, Egypt"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Cairo University","institution_ids":["https://openalex.org/I145487455"]},{"raw_affiliation_string":"Department of Computer Science, Faculty of Graduate Studies of Statistical Researches, Cairo University, Egypt","institution_ids":["https://openalex.org/I145487455"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109632852","display_name":"Lamiaa Fattouh","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I145487455","display_name":"Cairo University","ror":"https://ror.org/03q21mh05","country_code":"EG","type":"education","lineage":["https://openalex.org/I145487455"]}],"countries":["EG"],"is_corresponding":true,"raw_author_name":"Lamiaa Fattouh","raw_affiliation_strings":["Cairo University","Department of Computer Science, Faculty of Graduate Studies of Statistical Researches, Cairo University, Egypt"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Cairo University","institution_ids":["https://openalex.org/I145487455"]},{"raw_affiliation_string":"Department of Computer Science, Faculty of Graduate Studies of Statistical Researches, Cairo University, Egypt","institution_ids":["https://openalex.org/I145487455"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5054860478","display_name":"Mohammed Sakre","orcid":"https://orcid.org/0009-0003-1823-6425","observed_orcids":["https://orcid.org/0009-0003-1823-6425"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"MOHAMMED SAKRE","raw_affiliation_strings":["Higher Institute for Computers & Information Technology","Higher Institute for Computers & Information Technology, ElShorouk, Cairo, Egypt"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Higher Institute for Computers & Information Technology","institution_ids":[]},{"raw_affiliation_string":"Higher Institute for Computers & Information Technology, ElShorouk, Cairo, Egypt","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5109632852"],"corresponding_institution_ids":["https://openalex.org/I145487455"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"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":0.5536999702453613,"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":0.5536999702453613,"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":0.39750000834465027,"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":0.032999999821186066,"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/arabic-text-summarization","display_name":"Arabic text summarization","score":0.9959999918937683},{"id":"https://openalex.org/keywords/hybrid-summarization","display_name":"hybrid summarization","score":0.6610000133514404},{"id":"https://openalex.org/keywords/sequence-to-sequence-models","display_name":"sequence-to-sequence models","score":0.781000018119812},{"id":"https://openalex.org/keywords/transformer","display_name":"transformer models","score":0.8059999942779541},{"id":"https://openalex.org/keywords/extractive-summarization","display_name":"extractive summarization","score":0.9200000166893005},{"id":"https://openalex.org/keywords/abstractive-summarization","display_name":"abstractive summarization","score":1.0}],"concepts":[{"id":"https://openalex.org/C170858558","wikidata":"https://www.wikidata.org/wiki/Q1394144","display_name":"Automatic summarization","level":2,"score":0.9646708965301514},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7895871996879578},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.6912462711334229},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.6215581893920898},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5985947847366333},{"id":"https://openalex.org/C96455323","wikidata":"https://www.wikidata.org/wiki/Q13955","display_name":"Arabic","level":2,"score":0.5152471661567688},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.47213631868362427},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.4007548689842224},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.19790896773338318},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.07060971856117249},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","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},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.21203/rs.3.rs-2856782/v1","doi":"https://doi.org/10.21203/rs.3.rs-2856782/v1","is_oa":true,"landing_page_url":"http://dx.doi.org/10.21203/rs.3.rs-2856782/v1","pdf_url":"https://www.researchsquare.com/article/rs-2856782/latest.pdf","source":{"id":"https://openalex.org/S4306525896","display_name":"Research Square","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Research Square","raw_type":"posted-content"}],"best_oa_location":{"id":"doi:10.21203/rs.3.rs-2856782/v1","doi":"https://doi.org/10.21203/rs.3.rs-2856782/v1","is_oa":true,"landing_page_url":"http://dx.doi.org/10.21203/rs.3.rs-2856782/v1","pdf_url":"https://www.researchsquare.com/article/rs-2856782/latest.pdf","source":{"id":"https://openalex.org/S4306525896","display_name":"Research Square","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Research Square","raw_type":"posted-content"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4367321849.pdf","grobid_xml":"https://content.openalex.org/works/W4367321849.grobid-xml"},"referenced_works_count":62,"referenced_works":["https://openalex.org/W9655565","https://openalex.org/W179850243","https://openalex.org/W1489525520","https://openalex.org/W1902237438","https://openalex.org/W2125816832","https://openalex.org/W2132283323","https://openalex.org/W2154652894","https://openalex.org/W2250384164","https://openalex.org/W2252252286","https://openalex.org/W2279369549","https://openalex.org/W2561529111","https://openalex.org/W2576574277","https://openalex.org/W2626778328","https://openalex.org/W2750779823","https://openalex.org/W2766577753","https://openalex.org/W2767784948","https://openalex.org/W2788283780","https://openalex.org/W2792089754","https://openalex.org/W2803933017","https://openalex.org/W2809489345","https://openalex.org/W2885003984","https://openalex.org/W2895585525","https://openalex.org/W2896155461","https://openalex.org/W2924215940","https://openalex.org/W2938863188","https://openalex.org/W2948589047","https://openalex.org/W2949335953","https://openalex.org/W2950130316","https://openalex.org/W2952138241","https://openalex.org/W2962972512","https://openalex.org/W2964028111","https://openalex.org/W2970419734","https://openalex.org/W2991519662","https://openalex.org/W2994289934","https://openalex.org/W3014339681","https://openalex.org/W3019160477","https://openalex.org/W3020876812","https://openalex.org/W3022085849","https://openalex.org/W3042185737","https://openalex.org/W3085717538","https://openalex.org/W3093517588","https://openalex.org/W3098136301","https://openalex.org/W3110700463","https://openalex.org/W3119920397","https://openalex.org/W3134670440","https://openalex.org/W3135348514","https://openalex.org/W3143996866","https://openalex.org/W3144293453","https://openalex.org/W3169483174","https://openalex.org/W3173360659","https://openalex.org/W3175155790","https://openalex.org/W4200068734","https://openalex.org/W4205975503","https://openalex.org/W4220654815","https://openalex.org/W4226069095","https://openalex.org/W4226374385","https://openalex.org/W4281695429","https://openalex.org/W4285104921","https://openalex.org/W4291710825","https://openalex.org/W4316038822","https://openalex.org/W4385573810","https://openalex.org/W6605862995"],"related_works":["https://openalex.org/W4324348874","https://openalex.org/W4386119015","https://openalex.org/W4281695429","https://openalex.org/W4386118995","https://openalex.org/W4312221408","https://openalex.org/W4205975503","https://openalex.org/W7151212015","https://openalex.org/W4411819207","https://openalex.org/W3029251401","https://openalex.org/W4409863827"],"abstract_inverted_index":{"Abstract":[0],"Text":[1],"summarization":[2,142],"is":[3,54,68,89,112,131,143,212],"essential":[4],"in":[5,27],"natural":[6],"language":[7],"processing":[8],"as":[9],"the":[10,16,60,84,92,128,132,137,140,158,174,195,199,215],"data":[11,22,73],"volume":[12],"increases":[13],"quickly.":[14],"Therefore,":[15],"user":[17],"needs":[18],"to":[19,46,122,181,237],"summarize":[20,47],"that":[21],"into":[23],"a":[24,28,69,76,95,100,106,119,146,152,191],"meaningful":[25],"text":[26,37,183],"short":[29],"time.":[30],"There":[31,42],"are":[32,43],"two":[33],"common":[34],"methods":[35],"of":[36,86,99,127],"summarization:":[38],"extractive":[39,133,141,166,176],"and":[40,64,75,105,118,167,205,218,222,227],"abstractive.":[41],"many":[44,57],"efforts":[45],"Latin":[48],"texts.":[49],"However,":[50],"summarizing":[51],"Arabic":[52,79,154,228],"texts":[53],"challenging":[55],"for":[56,71,198],"reasons,":[58],"including":[59],"language\u2019s":[61],"complexity,":[62],"structure,":[63],"morphology.":[65],"Also,":[66],"there":[67],"need":[70],"benchmark":[72,155],"sources":[74],"gold":[77],"standard":[78],"evaluation":[80],"metrics":[81],"summary.":[82],"Thus,":[83],"contribution":[85],"this":[87,171,188],"paper":[88,93,189],"multi-fold:":[90],"First,":[91],"proposes":[94,190],"hybrid":[96],"approach":[97],"consisting":[98],"Modified":[101,219],"Sequence-To-Sequence":[102],"(MSTS)":[103],"model":[104,111,130],"transformer-based":[107,147],"model.":[108,148],"The":[109,125,209,230],"seq-to-seq-based":[110],"modified":[113],"by":[114,145,179],"adding":[115,180],"multi-layer":[116],"encoders":[117],"one-layer":[120],"decoder":[121],"its":[123,184],"structure.":[124],"output":[126],"MSTS":[129],"summarization.":[134,186],"To":[135],"generate":[136],"abstractive":[138,168,185,200],"summarization,":[139],"manipulated":[144],"Second,":[149],"it":[150],"introduces":[151],"new":[153,192],"dataset,":[156],"called":[157,194],"HASD,":[159],"which":[160],"includes":[161],"43k":[162],"articles":[163],"with":[164],"their":[165],"summaries.":[169],"Third,":[170],"work":[172],"modifies":[173],"well-known":[175],"EASC":[177,220],"benchmarks":[178,221],"each":[182],"Finally,":[187],"measure":[193,197],"Arabic-rouge":[196],"summary":[201],"depending":[202],"on":[203],"structure":[204],"similarity":[206],"between":[207],"words.":[208],"proposed":[210,216],"method":[211],"tested":[213],"using":[214,224],"HASD":[217],"evaluated":[223],"Rouge,":[225],"Bleu,":[226],"Rouge.":[229],"experimental":[231],"results":[232,235],"show":[233],"satisfactory":[234],"compared":[236],"state-of-the-art":[238],"methods.":[239]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-11-12T12:28:57.059296","created_date":"2023-04-29T00:00:00"}
