{"id":"https://openalex.org/W4400411649","doi":"https://doi.org/10.1109/educon60312.2024.10578590","title":"Towards the Use of Language Models in Scientific Paper Recommender Systems","display_name":"Towards the Use of Language Models in Scientific Paper Recommender Systems","publication_year":2024,"publication_date":"2024-05-08","ids":{"openalex":"https://openalex.org/W4400411649","doi":"https://doi.org/10.1109/educon60312.2024.10578590"},"language":"en","primary_location":{"id":"doi:10.1109/educon60312.2024.10578590","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/educon60312.2024.10578590","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE Global Engineering Education Conference (EDUCON)","raw_type":"proceedings-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/A5115490243","display_name":"Koldo Descalzo","orcid":null},"institutions":[{"id":"https://openalex.org/I169108374","display_name":"University of the Basque Country","ror":"https://ror.org/000xsnr85","country_code":"ES","type":"education","lineage":["https://openalex.org/I169108374"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Koldo Descalzo","raw_affiliation_strings":["University of the Basque Country,UPV/EHU,Donostia-San Sebasti&#x00E1;n,Spain"],"affiliations":[{"raw_affiliation_string":"University of the Basque Country,UPV/EHU,Donostia-San Sebasti&#x00E1;n,Spain","institution_ids":["https://openalex.org/I169108374"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5093869139","display_name":"Iratxe Pinedo","orcid":null},"institutions":[{"id":"https://openalex.org/I169108374","display_name":"University of the Basque Country","ror":"https://ror.org/000xsnr85","country_code":"ES","type":"education","lineage":["https://openalex.org/I169108374"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Iratxe Pinedo","raw_affiliation_strings":["University of the Basque Country,UPV/EHU,Donostia-San Sebasti&#x00E1;n,Spain"],"affiliations":[{"raw_affiliation_string":"University of the Basque Country,UPV/EHU,Donostia-San Sebasti&#x00E1;n,Spain","institution_ids":["https://openalex.org/I169108374"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031033934","display_name":"Mikel Larra\u00f1aga","orcid":"https://orcid.org/0000-0001-9727-1197"},"institutions":[{"id":"https://openalex.org/I169108374","display_name":"University of the Basque Country","ror":"https://ror.org/000xsnr85","country_code":"ES","type":"education","lineage":["https://openalex.org/I169108374"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Mikel Larra\u00f1aga","raw_affiliation_strings":["University of the Basque Country,UPV/EHU,Donostia-San Sebasti&#x00E1;n,Spain"],"affiliations":[{"raw_affiliation_string":"University of the Basque Country,UPV/EHU,Donostia-San Sebasti&#x00E1;n,Spain","institution_ids":["https://openalex.org/I169108374"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5083444005","display_name":"Ana Arruarte","orcid":"https://orcid.org/0000-0001-5361-6640"},"institutions":[{"id":"https://openalex.org/I169108374","display_name":"University of the Basque Country","ror":"https://ror.org/000xsnr85","country_code":"ES","type":"education","lineage":["https://openalex.org/I169108374"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Ana Arruarte","raw_affiliation_strings":["University of the Basque Country,UPV/EHU,Donostia-San Sebasti&#x00E1;n,Spain"],"affiliations":[{"raw_affiliation_string":"University of the Basque Country,UPV/EHU,Donostia-San Sebasti&#x00E1;n,Spain","institution_ids":["https://openalex.org/I169108374"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5115490243"],"corresponding_institution_ids":["https://openalex.org/I169108374"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.08141851,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"3"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.9961000084877014,"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":0.9961000084877014,"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/T10203","display_name":"Recommender Systems and Techniques","score":0.9879999756813049,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T13274","display_name":"Expert finding and Q&A systems","score":0.9836000204086304,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/recommender-system","display_name":"Recommender system","score":0.7899284362792969},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7283941507339478},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.3441450595855713}],"concepts":[{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.7899284362792969},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7283941507339478},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.3441450595855713}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/educon60312.2024.10578590","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/educon60312.2024.10578590","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE Global Engineering Education Conference (EDUCON)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4","score":0.6100000143051147}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W4390273403","https://openalex.org/W4386781444","https://openalex.org/W2150182025","https://openalex.org/W3092950680","https://openalex.org/W3197542405","https://openalex.org/W2056712470","https://openalex.org/W3125580266","https://openalex.org/W4317039510"],"abstract_inverted_index":{"Within":[0],"the":[1,12,30,37,52,84,95,102,106,115,117,127,135,141,144,149,175,178,187,193],"educational":[2],"and":[3,15,48,75,167],"research":[4,21,158,176],"community,":[5],"Research":[6],"Paper":[7],"Recommender":[8],"Systems":[9],"debuted":[10],"in":[11],"late":[13],"1990s":[14],"today,":[16],"they":[17,171],"constitute":[18],"a":[19,64,69,76],"specific":[20],"area.":[22],"In":[23,82],"this":[24],"work,":[25],"it":[26],"is":[27,153,180],"explored":[28],"how":[29],"use":[31,188],"of":[32,39,55,97,99,143,189,195],"neural":[33,65],"networks":[34],"together":[35],"with":[36],"incorporation":[38],"Natural":[40],"Language":[41],"Processing":[42],"techniques,":[43],"such":[44],"as":[45],"word":[46,73],"embeddings":[47],"language":[49,80],"models,":[50],"affect":[51],"recom-mendation":[53],"process":[54],"scientific":[56],"papers.":[57],"Three":[58],"Deep":[59,131],"Learning-based":[60,132],"recommenders":[61],"are":[62,87,165,172],"explored:":[63],"collaborative":[66,130,197],"filtering":[67],"recommender,":[68],"recommender":[70,77,133],"that":[71,78,112,123,186],"uses":[72],"embeddings,":[74],"incorporates":[79],"models.":[81],"addition,":[83],"results":[85,184],"obtained":[86],"evaluated":[88,166],"on":[89,101],"two":[90],"different":[91],"datasets":[92],"to":[93,139,155,174],"see":[94],"effect":[96],"each":[98,151,161],"them":[100],"recommendation":[103],"process.":[104],"While":[105],"first":[107],"dataset":[108],"only":[109],"includes":[110,121],"papers":[111,122,159],"have":[113,124],"interested":[114,126,181],"user,":[116],"second":[118],"one":[119],"also":[120],"not":[125],"user.":[128,162],"The":[129,163,183],"constitutes":[134],"baseline":[136],"against":[137],"which":[138],"compare":[140],"rest":[142],"developed":[145],"recommenders.":[146,198],"To":[147],"evaluate":[148],"recommenders,":[150],"model":[152],"used":[154],"recommend":[156],"10":[157],"for":[160],"recommendations":[164],"considered":[168],"appropriate":[169],"if":[170],"related":[173],"field":[177],"user":[179],"in.":[182],"confirm":[185],"NLP":[190],"techniques":[191],"improves":[192],"performance":[194],"pure":[196]},"counts_by_year":[],"updated_date":"2025-12-26T23:08:49.675405","created_date":"2025-10-10T00:00:00"}
