{"id":"https://openalex.org/W4206521266","doi":"https://doi.org/10.1109/taslp.2022.3140482","title":"Adaptive Pre-Training and Collaborative Fine-Tuning: A Win-Win Strategy to Improve Review Analysis Tasks","display_name":"Adaptive Pre-Training and Collaborative Fine-Tuning: A Win-Win Strategy to Improve Review Analysis Tasks","publication_year":2022,"publication_date":"2022-01-01","ids":{"openalex":"https://openalex.org/W4206521266","doi":"https://doi.org/10.1109/taslp.2022.3140482"},"language":"en","primary_location":{"id":"doi:10.1109/taslp.2022.3140482","is_oa":false,"landing_page_url":"https://doi.org/10.1109/taslp.2022.3140482","pdf_url":null,"source":{"id":"https://openalex.org/S4210169297","display_name":"IEEE/ACM Transactions on Audio Speech and Language Processing","issn_l":"2329-9290","issn":["2329-9290","2329-9304"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE/ACM Transactions on Audio, Speech, and Language Processing","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/A5031898245","display_name":"Qianren Mao","orcid":"https://orcid.org/0000-0003-0780-0628"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Qianren Mao","raw_affiliation_strings":["Beijing Advanced Innovation Center for Big Data and Brain Computing and the State Key Laboratory of Software Development Environment, Beihang University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0003-0780-0628","affiliations":[{"raw_affiliation_string":"Beijing Advanced Innovation Center for Big Data and Brain Computing and the State Key Laboratory of Software Development Environment, Beihang University, Beijing, China","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100380463","display_name":"Jianxin Li","orcid":"https://orcid.org/0000-0001-5152-0055"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianxin Li","raw_affiliation_strings":["Beijing Advanced Innovation Center for Big Data and Brain Computing and the State Key Laboratory of Software Development Environment, Beihang University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0001-5152-0055","affiliations":[{"raw_affiliation_string":"Beijing Advanced Innovation Center for Big Data and Brain Computing and the State Key Laboratory of Software Development Environment, Beihang University, Beijing, China","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024599321","display_name":"Chenghua Lin","orcid":"https://orcid.org/0000-0003-3454-2468"},"institutions":[{"id":"https://openalex.org/I91136226","display_name":"University of Sheffield","ror":"https://ror.org/05krs5044","country_code":"GB","type":"education","lineage":["https://openalex.org/I91136226"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Chenghua Lin","raw_affiliation_strings":["Department of Computer Science, University of Sheffield, Sheffield, U.K","Department of Computer Scienceof, University of Sheffield, Sheffield, U.K"],"raw_orcid":"https://orcid.org/0000-0003-3454-2468","affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Sheffield, Sheffield, U.K","institution_ids":["https://openalex.org/I91136226"]},{"raw_affiliation_string":"Department of Computer Scienceof, University of Sheffield, Sheffield, U.K","institution_ids":["https://openalex.org/I91136226"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076307293","display_name":"Congwen Chen","orcid":null},"institutions":[{"id":"https://openalex.org/I98358874","display_name":"Delft University of Technology","ror":"https://ror.org/02e2c7k09","country_code":"NL","type":"education","lineage":["https://openalex.org/I98358874"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Congwen Chen","raw_affiliation_strings":["Faculty of EEMCS, Delft University of Technology, Delft, CD, Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of EEMCS, Delft University of Technology, Delft, CD, Netherlands","institution_ids":["https://openalex.org/I98358874"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100740618","display_name":"Hao Peng","orcid":"https://orcid.org/0000-0001-7422-630X"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hao Peng","raw_affiliation_strings":["Beijing Advanced Innovation Center for Big Data and Brain Computing and the State Key Laboratory of Software Development Environment, Beihang University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0001-7422-630X","affiliations":[{"raw_affiliation_string":"Beijing Advanced Innovation Center for Big Data and Brain Computing and the State Key Laboratory of Software Development Environment, Beihang University, Beijing, China","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100443578","display_name":"Lihong Wang","orcid":"https://orcid.org/0000-0003-0179-2364"},"institutions":[{"id":"https://openalex.org/I82880672","display_name":"Beihang University","ror":"https://ror.org/00wk2mp56","country_code":"CN","type":"education","lineage":["https://openalex.org/I82880672"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lihong Wang","raw_affiliation_strings":["Beijing Advanced Innovation Center for Big Data and Brain Computing and the State Key Laboratory of Software Development Environment, Beihang University, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0003-0179-2364","affiliations":[{"raw_affiliation_string":"Beijing Advanced Innovation Center for Big Data and Brain Computing and the State Key Laboratory of Software Development Environment, Beihang University, Beijing, China","institution_ids":["https://openalex.org/I82880672"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5036357902","display_name":"Philip S. Yu","orcid":"https://orcid.org/0000-0002-3491-5968"},"institutions":[{"id":"https://openalex.org/I39422238","display_name":"University of Illinois Chicago","ror":"https://ror.org/02mpq6x41","country_code":"US","type":"education","lineage":["https://openalex.org/I39422238"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Philip S. Yu","raw_affiliation_strings":["Department of Computer Science, University of Illinois at Chicago, Chicago, IL, USA"],"raw_orcid":"https://orcid.org/0000-0002-3491-5968","affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Illinois at Chicago, Chicago, IL, USA","institution_ids":["https://openalex.org/I39422238"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5031898245"],"corresponding_institution_ids":["https://openalex.org/I82880672"],"apc_list":null,"apc_paid":null,"fwci":0.4163,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.66396372,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":97},"biblio":{"volume":"30","issue":null,"first_page":"622","last_page":"634"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10664","display_name":"Sentiment Analysis and Opinion Mining","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/T10664","display_name":"Sentiment Analysis and Opinion Mining","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/T10028","display_name":"Topic Modeling","score":0.9997000098228455,"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/T11644","display_name":"Spam and Phishing Detection","score":0.9926999807357788,"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/automatic-summarization","display_name":"Automatic summarization","score":0.8789200782775879},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.844612717628479},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.7496843338012695},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.7217479944229126},{"id":"https://openalex.org/keywords/sentiment-analysis","display_name":"Sentiment analysis","score":0.6404375433921814},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.520751953125},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4391421973705292},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.3704075217247009},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.35849010944366455}],"concepts":[{"id":"https://openalex.org/C170858558","wikidata":"https://www.wikidata.org/wiki/Q1394144","display_name":"Automatic summarization","level":2,"score":0.8789200782775879},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.844612717628479},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.7496843338012695},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.7217479944229126},{"id":"https://openalex.org/C66402592","wikidata":"https://www.wikidata.org/wiki/Q2271421","display_name":"Sentiment analysis","level":2,"score":0.6404375433921814},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.520751953125},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4391421973705292},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.3704075217247009},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.35849010944366455},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"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/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/taslp.2022.3140482","is_oa":false,"landing_page_url":"https://doi.org/10.1109/taslp.2022.3140482","pdf_url":null,"source":{"id":"https://openalex.org/S4210169297","display_name":"IEEE/ACM Transactions on Audio Speech and Language Processing","issn_l":"2329-9290","issn":["2329-9290","2329-9304"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE/ACM Transactions on Audio, Speech, and Language Processing","raw_type":"journal-article"},{"id":"pmh:oai:eprints.whiterose.ac.uk:193586","is_oa":false,"landing_page_url":"https://eprints.whiterose.ac.uk/193586/","pdf_url":null,"source":{"id":"https://openalex.org/S4306400854","display_name":"White Rose Research Online (University of Leeds, The University of Sheffield, University of York)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I2800616092","host_organization_name":"White Rose University Consortium","host_organization_lineage":["https://openalex.org/I2800616092"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"PeerReviewed"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G4353313564","display_name":"\u5927\u89c4\u6a21\u7f51\u7edc\u4e2d\u5f02\u5e38\u5b50\u56fe\u5206\u6790\u7406\u8bba\u4e0e\u7b97\u6cd5\u7814\u7a76","funder_award_id":"61872022","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5971782401","display_name":null,"funder_award_id":"EP/P011829/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"},{"id":"https://openalex.org/G614818952","display_name":"Supporting Security Policy with Effective Digital Intervention (SSPEDI)","funder_award_id":"EP/P011829/1","funder_id":"https://openalex.org/F4320334627","funder_display_name":"Engineering and Physical Sciences Research Council"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320334627","display_name":"Engineering and Physical Sciences Research Council","ror":"https://ror.org/0439y7842"},{"id":"https://openalex.org/F4320335793","display_name":"Academic Excellence Foundation of BUAA for PHD Students","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":36,"referenced_works":["https://openalex.org/W3007945","https://openalex.org/W1566289585","https://openalex.org/W1962622193","https://openalex.org/W2101807845","https://openalex.org/W2160660844","https://openalex.org/W2563877105","https://openalex.org/W2606974598","https://openalex.org/W2621220820","https://openalex.org/W2797779452","https://openalex.org/W2807741081","https://openalex.org/W2896457183","https://openalex.org/W2938830017","https://openalex.org/W2948947170","https://openalex.org/W2962727468","https://openalex.org/W2965373594","https://openalex.org/W2966132766","https://openalex.org/W2966714118","https://openalex.org/W2970908088","https://openalex.org/W2971277088","https://openalex.org/W2997200074","https://openalex.org/W3033286128","https://openalex.org/W3034238904","https://openalex.org/W3100554158","https://openalex.org/W3104356909","https://openalex.org/W3154603286","https://openalex.org/W3161418145","https://openalex.org/W3166720688","https://openalex.org/W6630206152","https://openalex.org/W6638545294","https://openalex.org/W6682631176","https://openalex.org/W6691579343","https://openalex.org/W6746857547","https://openalex.org/W6758026734","https://openalex.org/W6761910064","https://openalex.org/W6766673545","https://openalex.org/W6795345600"],"related_works":["https://openalex.org/W2366403280","https://openalex.org/W1495108544","https://openalex.org/W2091301346","https://openalex.org/W3148229873","https://openalex.org/W4389760904","https://openalex.org/W2150160875","https://openalex.org/W4242223894","https://openalex.org/W4306886878","https://openalex.org/W3196817267","https://openalex.org/W1976600725"],"abstract_inverted_index":{"Summarizing":[0],"user":[1,5],"reviews":[2],"and":[3,61,86,129],"classifying":[4],"sentiment":[6,84,111],"are":[7],"two":[8,16,81,122],"critical":[9],"tasks":[10,17],"for":[11,50],"modern":[12],"e-commerce":[13],"platforms.":[14],"These":[15],"can":[18,72],"benefit":[19],"each":[20],"other":[21],"by":[22,37],"capturing":[23],"the":[24,90,115],"shared":[25],"linguistic":[26],"features.":[27],"However,":[28],"such":[29],"a":[30,47,51,69,103,110,126,130],"relationship":[31],"has":[32],"not":[33],"been":[34],"fully":[35],"exploited":[36],"existing":[38],"research":[39],"on":[40,68,121],"domain-specific":[41,74,98],"contextual":[42,75,99],"representations.":[43],"This":[44],"work":[45],"explores":[46],"win-win":[48],"strategy":[49],"multi-task":[52],"framework":[53,136],"with":[54],"three":[55],"stages:":[56],"general":[57],"pre-training,":[58,60],"adaptive":[59,116],"collaborative":[62,91],"fine-tuning.":[63,92],"The":[64],"task-adaptive":[65,105],"continual":[66],"pre-training":[67,106],"language":[70],"model":[71],"obtain":[73],"representations,":[76,100],"further":[77],"used":[78],"to":[79,94],"improve":[80],"related":[82],"tasks,":[83],"classification":[85],"review":[87],"summarization":[88],"during":[89,114],"Meanwhile,":[93],"effectively":[95],"capture":[96],"sentiment-oriented":[97],"we":[101],"introduce":[102],"novel":[104],"procedure,":[107],"which":[108],"adds":[109],"prediction":[112],"task":[113],"pre-training.":[117],"Extensive":[118],"experiments":[119],"conducted":[120],"adaption":[123],"scenarios":[124],"of":[125],"general-to-single":[127],"domain":[128,132],"general-to-multiple":[131],"show":[133],"that":[134],"our":[135],"outperforms":[137],"state-of-the-art":[138],"methods.":[139]},"counts_by_year":[{"year":2025,"cited_by_count":3}],"updated_date":"2026-06-06T09:05:17.133730","created_date":"2025-10-10T00:00:00"}
