{"id":"https://openalex.org/W4390264260","doi":"https://doi.org/10.1631/fitee.2300296","title":"Enhancing low-resource cross-lingual summarization from noisy data with fine-grained reinforcement learning","display_name":"Enhancing low-resource cross-lingual summarization from noisy data with fine-grained reinforcement learning","publication_year":2023,"publication_date":"2023-12-27","ids":{"openalex":"https://openalex.org/W4390264260","doi":"https://doi.org/10.1631/fitee.2300296"},"language":"en","primary_location":{"id":"doi:10.1631/fitee.2300296","is_oa":true,"landing_page_url":"https://doi.org/10.1631/fitee.2300296","pdf_url":"https://link.springer.com/content/pdf/10.1631/FITEE.2300296.pdf","source":{"id":"https://openalex.org/S4210189857","display_name":"Frontiers of Information Technology & Electronic Engineering","issn_l":"2095-9184","issn":["2095-9184","2095-9230"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers of Information Technology & Electronic Engineering","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://link.springer.com/content/pdf/10.1631/FITEE.2300296.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5102000307","display_name":"Yuxin Huang","orcid":"https://orcid.org/0000-0003-1277-6212"},"institutions":[{"id":"https://openalex.org/I10660446","display_name":"Kunming University of Science and Technology","ror":"https://ror.org/00xyeez13","country_code":"CN","type":"education","lineage":["https://openalex.org/I10660446"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yuxin Huang","raw_affiliation_strings":["Faculty of Information Engineering and Automation, Kunming University of Science and Technology, Kunming, China","Yunnan Key Laboratory of Artificial Intelligence, Kunming University of Science and Technology, Kunming, China"],"raw_orcid":"https://orcid.org/0000-0003-1277-6212","affiliations":[{"raw_affiliation_string":"Faculty of Information Engineering and Automation, Kunming University of Science and Technology, Kunming, China","institution_ids":["https://openalex.org/I10660446"]},{"raw_affiliation_string":"Yunnan Key Laboratory of Artificial Intelligence, Kunming University of Science and Technology, Kunming, China","institution_ids":["https://openalex.org/I10660446"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113081766","display_name":"Huailing Gu","orcid":null},"institutions":[{"id":"https://openalex.org/I10660446","display_name":"Kunming University of Science and Technology","ror":"https://ror.org/00xyeez13","country_code":"CN","type":"education","lineage":["https://openalex.org/I10660446"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huailing Gu","raw_affiliation_strings":["Faculty of Information Engineering and Automation, Kunming University of Science and Technology, Kunming, China","Yunnan Key Laboratory of Artificial Intelligence, Kunming University of Science and Technology, Kunming, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Information Engineering and Automation, Kunming University of Science and Technology, Kunming, China","institution_ids":["https://openalex.org/I10660446"]},{"raw_affiliation_string":"Yunnan Key Laboratory of Artificial Intelligence, Kunming University of Science and Technology, Kunming, China","institution_ids":["https://openalex.org/I10660446"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100619287","display_name":"Zhengtao Yu","orcid":"https://orcid.org/0000-0002-4012-461X"},"institutions":[{"id":"https://openalex.org/I10660446","display_name":"Kunming University of Science and Technology","ror":"https://ror.org/00xyeez13","country_code":"CN","type":"education","lineage":["https://openalex.org/I10660446"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zhengtao Yu","raw_affiliation_strings":["Faculty of Information Engineering and Automation, Kunming University of Science and Technology, Kunming, China","Yunnan Key Laboratory of Artificial Intelligence, Kunming University of Science and Technology, Kunming, China"],"raw_orcid":"https://orcid.org/0000-0002-4012-461X","affiliations":[{"raw_affiliation_string":"Faculty of Information Engineering and Automation, Kunming University of Science and Technology, Kunming, China","institution_ids":["https://openalex.org/I10660446"]},{"raw_affiliation_string":"Yunnan Key Laboratory of Artificial Intelligence, Kunming University of Science and Technology, Kunming, China","institution_ids":["https://openalex.org/I10660446"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102705931","display_name":"Yumeng Gao","orcid":"https://orcid.org/0009-0000-8171-8011"},"institutions":[{"id":"https://openalex.org/I10660446","display_name":"Kunming University of Science and Technology","ror":"https://ror.org/00xyeez13","country_code":"CN","type":"education","lineage":["https://openalex.org/I10660446"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yumeng Gao","raw_affiliation_strings":["Faculty of Information Engineering and Automation, Kunming University of Science and Technology, Kunming, China","Yunnan Key Laboratory of Artificial Intelligence, Kunming University of Science and Technology, Kunming, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Information Engineering and Automation, Kunming University of Science and Technology, Kunming, China","institution_ids":["https://openalex.org/I10660446"]},{"raw_affiliation_string":"Yunnan Key Laboratory of Artificial Intelligence, Kunming University of Science and Technology, Kunming, China","institution_ids":["https://openalex.org/I10660446"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030786536","display_name":"T. Pan","orcid":"https://orcid.org/0000-0002-4700-1516"},"institutions":[{"id":"https://openalex.org/I10660446","display_name":"Kunming University of Science and Technology","ror":"https://ror.org/00xyeez13","country_code":"CN","type":"education","lineage":["https://openalex.org/I10660446"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tong Pan","raw_affiliation_strings":["Faculty of Information Engineering and Automation, Kunming University of Science and Technology, Kunming, China","Yunnan Key Laboratory of Artificial Intelligence, Kunming University of Science and Technology, Kunming, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Information Engineering and Automation, Kunming University of Science and Technology, Kunming, China","institution_ids":["https://openalex.org/I10660446"]},{"raw_affiliation_string":"Yunnan Key Laboratory of Artificial Intelligence, Kunming University of Science and Technology, Kunming, China","institution_ids":["https://openalex.org/I10660446"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5111083046","display_name":"Jialong Xu","orcid":"https://orcid.org/0009-0006-8135-790X"},"institutions":[{"id":"https://openalex.org/I10660446","display_name":"Kunming University of Science and Technology","ror":"https://ror.org/00xyeez13","country_code":"CN","type":"education","lineage":["https://openalex.org/I10660446"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jialong Xu","raw_affiliation_strings":["Faculty of Information Engineering and Automation, Kunming University of Science and Technology, Kunming, China","Yunnan Key Laboratory of Artificial Intelligence, Kunming University of Science and Technology, Kunming, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Information Engineering and Automation, Kunming University of Science and Technology, Kunming, China","institution_ids":["https://openalex.org/I10660446"]},{"raw_affiliation_string":"Yunnan Key Laboratory of Artificial Intelligence, Kunming University of Science and Technology, Kunming, China","institution_ids":["https://openalex.org/I10660446"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5100619287","https://openalex.org/A5102000307"],"corresponding_institution_ids":["https://openalex.org/I10660446"],"apc_list":{"value":2990,"currency":"USD","value_usd":2990},"apc_paid":null,"fwci":0.1256,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.58348815,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":"25","issue":"1","first_page":"121","last_page":"134"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":1.0,"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":1.0,"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":0.9998999834060669,"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/T11714","display_name":"Multimodal Machine Learning Applications","score":0.998199999332428,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8708318471908569},{"id":"https://openalex.org/keywords/automatic-summarization","display_name":"Automatic summarization","score":0.863757312297821},{"id":"https://openalex.org/keywords/cls-upper-limits","display_name":"CLs upper limits","score":0.7474796772003174},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.711733877658844},{"id":"https://openalex.org/keywords/machine-translation","display_name":"Machine translation","score":0.6377079486846924},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5542119741439819},{"id":"https://openalex.org/keywords/language-model","display_name":"Language model","score":0.5518510937690735},{"id":"https://openalex.org/keywords/vietnamese","display_name":"Vietnamese","score":0.5278311371803284},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.5232685804367065},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.41136810183525085}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8708318471908569},{"id":"https://openalex.org/C170858558","wikidata":"https://www.wikidata.org/wiki/Q1394144","display_name":"Automatic summarization","level":2,"score":0.863757312297821},{"id":"https://openalex.org/C190729725","wikidata":"https://www.wikidata.org/wiki/Q5012817","display_name":"CLs upper limits","level":2,"score":0.7474796772003174},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.711733877658844},{"id":"https://openalex.org/C203005215","wikidata":"https://www.wikidata.org/wiki/Q79798","display_name":"Machine translation","level":2,"score":0.6377079486846924},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5542119741439819},{"id":"https://openalex.org/C137293760","wikidata":"https://www.wikidata.org/wiki/Q3621696","display_name":"Language model","level":2,"score":0.5518510937690735},{"id":"https://openalex.org/C103621254","wikidata":"https://www.wikidata.org/wiki/Q9199","display_name":"Vietnamese","level":2,"score":0.5278311371803284},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.5232685804367065},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.41136810183525085},{"id":"https://openalex.org/C119767625","wikidata":"https://www.wikidata.org/wiki/Q618211","display_name":"Optometry","level":1,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","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:10.1631/fitee.2300296","is_oa":true,"landing_page_url":"https://doi.org/10.1631/fitee.2300296","pdf_url":"https://link.springer.com/content/pdf/10.1631/FITEE.2300296.pdf","source":{"id":"https://openalex.org/S4210189857","display_name":"Frontiers of Information Technology & Electronic Engineering","issn_l":"2095-9184","issn":["2095-9184","2095-9230"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers of Information Technology & Electronic Engineering","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1631/fitee.2300296","is_oa":true,"landing_page_url":"https://doi.org/10.1631/fitee.2300296","pdf_url":"https://link.springer.com/content/pdf/10.1631/FITEE.2300296.pdf","source":{"id":"https://openalex.org/S4210189857","display_name":"Frontiers of Information Technology & Electronic Engineering","issn_l":"2095-9184","issn":["2095-9184","2095-9230"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers of Information Technology & Electronic Engineering","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4390264260.pdf","grobid_xml":"https://content.openalex.org/works/W4390264260.grobid-xml"},"referenced_works_count":35,"referenced_works":["https://openalex.org/W126360095","https://openalex.org/W1979194117","https://openalex.org/W2148708890","https://openalex.org/W2189375839","https://openalex.org/W2805523732","https://openalex.org/W2919188216","https://openalex.org/W2945465739","https://openalex.org/W2953035525","https://openalex.org/W2962996600","https://openalex.org/W2963084599","https://openalex.org/W2970310632","https://openalex.org/W2971032890","https://openalex.org/W2971139875","https://openalex.org/W3034378323","https://openalex.org/W3045510871","https://openalex.org/W3101683892","https://openalex.org/W3175689281","https://openalex.org/W3176472363","https://openalex.org/W3212786531","https://openalex.org/W4221141894","https://openalex.org/W4281488928","https://openalex.org/W4283802945","https://openalex.org/W4287309212","https://openalex.org/W4307312722","https://openalex.org/W4319987667","https://openalex.org/W4322775461","https://openalex.org/W4385574138","https://openalex.org/W4385740511","https://openalex.org/W6600595061","https://openalex.org/W6600686112","https://openalex.org/W6605852325","https://openalex.org/W6606018711","https://openalex.org/W6608103894","https://openalex.org/W6653085483","https://openalex.org/W6682631176"],"related_works":["https://openalex.org/W2366403280","https://openalex.org/W1495108544","https://openalex.org/W2901286616","https://openalex.org/W2291461084","https://openalex.org/W2050882094","https://openalex.org/W2091301346","https://openalex.org/W3148229873","https://openalex.org/W2150160875","https://openalex.org/W4284703357","https://openalex.org/W4376988825"],"abstract_inverted_index":{"Cross-lingual":[0],"summarization":[1],"(CLS)":[2],"is":[3],"the":[4,46,59,84,94,97,110,118,123,136,141,162,168],"task":[5],"of":[6,49,61,96,143,166],"generating":[7],"a":[8,11,15,18,69,89,105],"summary":[9,38,87,121],"in":[10,17,164],"target":[12,100,125],"language":[13,51,86,120,126],"from":[14],"document":[16],"source":[19,85,119],"language.":[20],"Recently,":[21],"end-to-end":[22],"CLS":[23,41,77,137,152],"models":[24],"have":[25],"achieved":[26],"impressive":[27],"results":[28,155],"using":[29],"large-scale,":[30],"high-quality":[31],"datasets":[32],"typically":[33],"constructed":[34],"by":[35,108],"translating":[36],"monolingual":[37],"corpora":[39],"into":[40],"corpora.":[42],"However,":[43],"due":[44],"to":[45,74,92,134],"limited":[47],"performance":[48,60,142],"low-resource":[50,76],"translation":[52,54],"models,":[53],"noise":[55],"can":[56],"seriously":[57],"degrade":[58],"these":[62],"models.":[63],"In":[64],"this":[65],"paper,":[66],"we":[67,103,147],"propose":[68],"fine-grained":[70],"reinforcement":[71,106],"learning":[72],"approach":[73],"address":[75],"based":[78],"on":[79],"noisy":[80,99],"data.":[81],"We":[82],"introduce":[83],"as":[88],"gold":[90],"signal":[91],"alleviate":[93],"impact":[95],"translated":[98],"summary.":[101],"Specifically,":[102],"design":[104],"reward":[107],"calculating":[109],"word":[111,114],"correlation":[112],"and":[113,122,128,150,171],"missing":[115],"degree":[116],"between":[117],"generated":[124],"summary,":[127],"combine":[129],"it":[130],"with":[131],"cross-entropy":[132],"loss":[133],"optimize":[135],"model.":[138],"To":[139],"validate":[140],"our":[144,158],"proposed":[145,159],"model,":[146],"construct":[148],"Chinese-Vietnamese":[149],"Vietnamese-Chinese":[151],"datasets.":[153],"Experimental":[154],"show":[156],"that":[157],"model":[160],"outperforms":[161],"baselines":[163],"terms":[165],"both":[167],"ROUGE":[169],"score":[170],"BERTScore.":[172]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-08-18T07:49:30.821534","created_date":"2025-10-10T00:00:00"}