{"id":"https://openalex.org/W7225338343","doi":"https://doi.org/10.5281/zenodo.23970503","title":"Transfer Learning for Multilingual Classification of Scientific Texts and Skills to the Sustainable Development Goals: A Systematic Review and Research Agenda","display_name":"Transfer Learning for Multilingual Classification of Scientific Texts and Skills to the Sustainable Development Goals: A Systematic Review and Research Agenda","publication_year":2026,"publication_date":"2026-11-05","ids":{"openalex":"https://openalex.org/W7225338343","doi":"https://doi.org/10.5281/zenodo.23970503"},"language":"en","primary_location":{"id":"doi:10.5281/zenodo.23970503","doi":"https://doi.org/10.5281/zenodo.23970503","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.23970503","pdf_url":null,"source":{"id":"https://openalex.org/S4210230561","display_name":"Budapest International Research and Critics in Linguistics and Education (BirLE) Journal","issn_l":"2655-1470","issn":["2655-1470","2655-2647"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"JournalArticle"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://doi.org/10.5281/zenodo.23970503","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5105049875","display_name":"Belay Sitotaw Goshu","orcid":"https://orcid.org/0000-0002-6887-7218","observed_orcids":["https://orcid.org/0000-0002-6887-7218","https://orcid.org/0000-0003-1288-6876"]},"institutions":[{"id":"https://openalex.org/I3131880829","display_name":"Dire Dawa University","ror":"https://ror.org/01wfzer83","country_code":"ET","type":"education","lineage":["https://openalex.org/I3131880829"]}],"countries":["ET"],"is_corresponding":true,"raw_author_name":"Belay Sitotaw Goshu","raw_affiliation_strings":["Department of Physics, Dire Dawa University, Dire Dawa, Ethiopia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Physics, Dire Dawa University, Dire Dawa, Ethiopia","institution_ids":["https://openalex.org/I3131880829"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5105049875"],"corresponding_institution_ids":["https://openalex.org/I3131880829"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"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":0.798799991607666,"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":0.798799991607666,"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/T11550","display_name":"Text and Document Classification Technologies","score":0.12939999997615814,"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/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.009800000116229057,"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/sustainable-development-goals","display_name":"Sustainable Development Goals","score":0.8399999737739563},{"id":"https://openalex.org/keywords/sdg-classification","display_name":"SDG classification","score":0.7760000228881836},{"id":"https://openalex.org/keywords/multilingual-text-classification","display_name":"multilingual text classification","score":0.8019999861717224},{"id":"https://openalex.org/keywords/transfer-learning","display_name":"transfer learning","score":0.8040000200271606},{"id":"https://openalex.org/keywords/scientific-text-classification","display_name":"scientific text classification","score":0.6909999847412109},{"id":"https://openalex.org/keywords/multilingual-bert","display_name":"multilingual BERT","score":0.7760000228881836},{"id":"https://openalex.org/keywords/xlm-r","display_name":"XLM-R","score":0.9779999852180481},{"id":"https://openalex.org/keywords/low-resource-languages","display_name":"low-resource languages","score":0.7839999794960022},{"id":"https://openalex.org/keywords/cross-lingual-transfer","display_name":"cross-lingual transfer","score":0.7940000295639038},{"id":"https://openalex.org/keywords/zero-shot-learning","display_name":"zero-shot learning","score":0.5989999771118164},{"id":"https://openalex.org/keywords/human-ai-collaboration","display_name":"human-AI collaboration","score":0.7170000076293945},{"id":"https://openalex.org/keywords/research-evaluation","display_name":"research evaluation","score":0.460999995470047}],"concepts":[{"id":"https://openalex.org/C20136886","wikidata":"https://www.wikidata.org/wiki/Q749647","display_name":"Interoperability","level":2,"score":0.5860000252723694},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.5253999829292297},{"id":"https://openalex.org/C2779207338","wikidata":"https://www.wikidata.org/wiki/Q9240","display_name":"Indonesian","level":2,"score":0.4902999997138977},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.48410001397132874},{"id":"https://openalex.org/C66204764","wikidata":"https://www.wikidata.org/wiki/Q219416","display_name":"Sustainability","level":2,"score":0.4587000012397766},{"id":"https://openalex.org/C552854447","wikidata":"https://www.wikidata.org/wiki/Q131201","display_name":"Sustainable development","level":2,"score":0.4575999975204468},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.3628000020980835},{"id":"https://openalex.org/C139807058","wikidata":"https://www.wikidata.org/wiki/Q352374","display_name":"Adaptation (eye)","level":2,"score":0.3564999997615814},{"id":"https://openalex.org/C158154518","wikidata":"https://www.wikidata.org/wiki/Q7310970","display_name":"Relevance (law)","level":2,"score":0.35010001063346863},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.35010001063346863},{"id":"https://openalex.org/C2779968149","wikidata":"https://www.wikidata.org/wiki/Q8034851","display_name":"Workforce development","level":3,"score":0.34700000286102295},{"id":"https://openalex.org/C151913843","wikidata":"https://www.wikidata.org/wiki/Q3454555","display_name":"Dominance (genetics)","level":3,"score":0.3441999852657318},{"id":"https://openalex.org/C55587333","wikidata":"https://www.wikidata.org/wiki/Q1133029","display_name":"Engineering ethics","level":1,"score":0.33809998631477356},{"id":"https://openalex.org/C2778139618","wikidata":"https://www.wikidata.org/wiki/Q13440398","display_name":"Workforce","level":2,"score":0.33660000562667847},{"id":"https://openalex.org/C2780035574","wikidata":"https://www.wikidata.org/wiki/Q30081","display_name":"Multilingualism","level":2,"score":0.3041999936103821},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.28839999437332153},{"id":"https://openalex.org/C20908052","wikidata":"https://www.wikidata.org/wiki/Q442321","display_name":"Sustainability science","level":4,"score":0.2851000130176544},{"id":"https://openalex.org/C189708586","wikidata":"https://www.wikidata.org/wiki/Q1504425","display_name":"Systematic review","level":3,"score":0.28439998626708984},{"id":"https://openalex.org/C2778949450","wikidata":"https://www.wikidata.org/wiki/Q1965486","display_name":"Scientific writing","level":2,"score":0.2711000144481659},{"id":"https://openalex.org/C2781083858","wikidata":"https://www.wikidata.org/wiki/Q17327049","display_name":"Scientific literature","level":2,"score":0.27079999446868896},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.27059999108314514},{"id":"https://openalex.org/C2779622097","wikidata":"https://www.wikidata.org/wiki/Q1417724","display_name":"Capacity building","level":2,"score":0.26260000467300415},{"id":"https://openalex.org/C138020889","wikidata":"https://www.wikidata.org/wiki/Q2349659","display_name":"Collaborative learning","level":2,"score":0.26179999113082886},{"id":"https://openalex.org/C192800085","wikidata":"https://www.wikidata.org/wiki/Q5258530","display_name":"Semantic interoperability","level":3,"score":0.2583000063896179},{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.2513999938964844}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.5281/zenodo.23970503","doi":"https://doi.org/10.5281/zenodo.23970503","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.23970503","pdf_url":null,"source":{"id":"https://openalex.org/S4210230561","display_name":"Budapest International Research and Critics in Linguistics and Education (BirLE) Journal","issn_l":"2655-1470","issn":["2655-1470","2655-2647"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"JournalArticle"},{"id":"doi:10.5281/zenodo.23970504","doi":"https://doi.org/10.5281/zenodo.23970504","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.23970504","pdf_url":null,"source":{"id":"https://openalex.org/S4210230561","display_name":"Budapest International Research and Critics in Linguistics and Education (BirLE) Journal","issn_l":"2655-1470","issn":["2655-1470","2655-2647"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"JournalArticle"}],"best_oa_location":{"id":"doi:10.5281/zenodo.23970503","doi":"https://doi.org/10.5281/zenodo.23970503","is_oa":true,"landing_page_url":"https://doi.org/10.5281/zenodo.23970503","pdf_url":null,"source":{"id":"https://openalex.org/S4210230561","display_name":"Budapest International Research and Critics in Linguistics and Education (BirLE) Journal","issn_l":"2655-1470","issn":["2655-1470","2655-2647"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"JournalArticle"},"sustainable_development_goals":[{"display_name":"Reduced inequalities","score":0.7578999996185303,"id":"https://metadata.un.org/sdg/10"},{"display_name":"Partnerships for the goals","score":0.5217000246047974,"id":"https://metadata.un.org/sdg/17"}],"study_designs":[{"display_name":"Systematic Review","id":"https://openalex.org/study-designs/systematic-review"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4411566958","https://openalex.org/W6893910661","https://openalex.org/W4417003236","https://openalex.org/W7117994877","https://openalex.org/W7106554776","https://openalex.org/W7124943480","https://openalex.org/W4309801933","https://openalex.org/W7221576438","https://openalex.org/W7162417448","https://openalex.org/W4409778817"],"abstract_inverted_index":{"The":[0],"United":[1],"Nations":[2],"Sustainable":[3],"Development":[4],"Goals":[5,168],"(SDGs)":[6],"have":[7],"become":[8],"a":[9,46,192],"central":[10],"framework":[11],"for":[12,203],"assessing":[13],"the":[14,28,95,126],"societal":[15],"relevance":[16],"of":[17,21,125,155,208],"research.":[18],"Automated":[19],"classification":[20,56,145,240],"scientific":[22,54,108,143],"texts":[23],"and":[24,37,50,57,76,92,132,146,161,171,176,215,230,237],"workforce":[25],"skills":[26],"against":[27],"SDGs":[29,166],"is":[30],"increasingly":[31],"required":[32],"by":[33],"funding":[34],"agencies,":[35],"universities,":[36],"policymakers.":[38],"However,":[39],"existing":[40],"systems":[41],"face":[42],"two":[43],"critical":[44],"limitations:":[45],"strong":[47],"English-language":[48],"bias":[49],"methodological":[51,151],"fragmentation":[52],"between":[53,74],"text":[55,144],"skill-SDG":[58],"mapping.":[59],"This":[60],"systematic":[61],"review,":[62],"conducted":[63],"according":[64],"to":[65,82,180,233],"PRISMA":[66],"2020":[67],"guidelines,":[68],"analyzes":[69],"47":[70],"peer-reviewed":[71],"studies":[72,118],"published":[73],"2018":[75],"2025":[77],"that":[78,88],"apply":[79],"transfer":[80],"learning":[81],"multilingual":[83,89,117,199],"SDG":[84,239],"classification.":[85],"Results":[86],"show":[87],"BERT":[90],"(mBERT)":[91],"XLM-RoBERTa":[93],"dominate":[94],"technical":[96,177],"landscape,":[97],"with":[98],"XLM-R-large":[99],"achieving":[100],"state-of-the-art":[101],"performance":[102],"(F1":[103],"=":[104],"85.66%)":[105],"on":[106,142,183,197],"Indonesian":[107],"texts.":[109],"Nevertheless,":[110],"language":[111],"coverage":[112],"remains":[113],"highly":[114],"skewed:":[115],"pure":[116],"without":[119],"English":[120],"dominance":[121],"constitute":[122],"only":[123],"8.5%":[124],"literature,":[127],"while":[128],"African,":[129],"South":[130],"Asian,":[131],"Middle":[133],"Eastern":[134],"languages":[135],"are":[136],"virtually":[137],"absent.":[138],"Parallel":[139],"research":[140,194],"streams":[141],"skill":[147],"mapping":[148],"operate":[149],"in":[150],"silos,":[152],"preventing":[153],"cross-fertilization":[154],"techniques":[156],"such":[157],"as":[158],"FAISS-based":[159],"retrieval":[160],"zero-shot":[162],"cross-lingual":[163,212],"transfer.":[164],"Social":[165],"(e.g.,":[167],"5,":[169],"10,":[170],"16)":[172],"consistently":[173],"underperform":[174],"environmental":[175],"goals":[178],"due":[179],"their":[181],"reliance":[182],"implicit,":[184],"context-dependent":[185],"language.":[186],"In":[187],"response,":[188],"this":[189,220],"review":[190],"proposes":[191],"five-pillar":[193],"agenda":[195,221],"centered":[196],"unified":[198],"frameworks,":[200],"parameter-efficient":[201],"adaptation":[202],"low-resource":[204],"languages,":[205],"semantic":[206],"enhancement":[207],"social":[209],"SDGs,":[210],"standardized":[211],"evaluation":[213],"protocols,":[214],"human-AI":[216],"collaborative":[217],"systems.":[218,241],"Advancing":[219],"requires":[222],"interdisciplinary":[223],"collaboration":[224],"across":[225],"computational":[226],"linguistics,":[227],"sustainability":[228],"science,":[229],"information":[231],"science":[232],"develop":[234],"truly":[235],"inclusive":[236],"interoperable":[238]},"counts_by_year":[],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2026-11-06T00:00:00"}
