{"id":"https://openalex.org/W4392903819","doi":"https://doi.org/10.1109/icassp48485.2024.10447915","title":"SkillNet-X: A Multilingual Multitask Model with Sparsely Activated Skills","display_name":"SkillNet-X: A Multilingual Multitask Model with Sparsely Activated Skills","publication_year":2024,"publication_date":"2024-03-18","ids":{"openalex":"https://openalex.org/W4392903819","doi":"https://doi.org/10.1109/icassp48485.2024.10447915"},"language":"en","primary_location":{"id":"doi:10.1109/icassp48485.2024.10447915","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/icassp48485.2024.10447915","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICASSP 2024 - 2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)","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/A5007059246","display_name":"Zhangyin Feng","orcid":"https://orcid.org/0000-0001-5909-1339"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhangyin Feng","raw_affiliation_strings":["Harbin Institute of Technology,Harbin,China","Harbin Institute of Technology, Harbin, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Harbin Institute of Technology,Harbin,China","institution_ids":["https://openalex.org/I204983213"]},{"raw_affiliation_string":"Harbin Institute of Technology, Harbin, China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032341066","display_name":"Yong Dai","orcid":"https://orcid.org/0000-0002-6840-9158"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yong Dai","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5094178950","display_name":"Fan Zhang","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Fan Zhang","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110628758","display_name":"Duyu Tang","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Duyu Tang","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073213620","display_name":"Xiaocheng Feng","orcid":"https://orcid.org/0000-0001-6011-0496"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]},{"id":"https://openalex.org/I4210136793","display_name":"Peng Cheng Laboratory","ror":"https://ror.org/03qdqbt06","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210136793"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaocheng Feng","raw_affiliation_strings":["Harbin Institute of Technology,Harbin,China","Harbin Institute of Technology, Harbin, China","Pengcheng Laboratory, Shenzhen, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Harbin Institute of Technology,Harbin,China","institution_ids":["https://openalex.org/I204983213"]},{"raw_affiliation_string":"Harbin Institute of Technology, Harbin, China","institution_ids":["https://openalex.org/I204983213"]},{"raw_affiliation_string":"Pengcheng Laboratory, Shenzhen, China","institution_ids":["https://openalex.org/I4210136793"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091839641","display_name":"Shuangzhi Wu","orcid":"https://orcid.org/0000-0002-6371-9720"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Shuangzhi Wu","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017671620","display_name":"Bing Qin","orcid":"https://orcid.org/0000-0002-2543-5604"},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]},{"id":"https://openalex.org/I4210136793","display_name":"Peng Cheng Laboratory","ror":"https://ror.org/03qdqbt06","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210136793"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bing Qin","raw_affiliation_strings":["Harbin Institute of Technology,Harbin,China","Pengcheng Laboratory, Shenzhen, China","Harbin Institute of Technology, Harbin, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Harbin Institute of Technology,Harbin,China","institution_ids":["https://openalex.org/I204983213"]},{"raw_affiliation_string":"Pengcheng Laboratory, Shenzhen, China","institution_ids":["https://openalex.org/I4210136793"]},{"raw_affiliation_string":"Harbin Institute of Technology, Harbin, China","institution_ids":["https://openalex.org/I204983213"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011542448","display_name":"Yunbo Cao","orcid":"https://orcid.org/0009-0005-2558-5206"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yunbo Cao","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5087920747","display_name":"Shuming Shi","orcid":"https://orcid.org/0000-0001-7018-0682"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Shuming Shi","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":9,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.02527879,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"abs/1706.03762","issue":null,"first_page":"11576","last_page":"11580"},"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":0.9994999766349792,"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":0.9894999861717224,"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":0.8261682987213135},{"id":"https://openalex.org/keywords/multi-task-learning","display_name":"Multi-task learning","score":0.7673970460891724},{"id":"https://openalex.org/keywords/leverage","display_name":"Leverage (statistics)","score":0.7274540662765503},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.6876233816146851},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.6008321642875671},{"id":"https://openalex.org/keywords/generalization","display_name":"Generalization","score":0.5562611818313599},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5290549993515015},{"id":"https://openalex.org/keywords/task-analysis","display_name":"Task analysis","score":0.5247657299041748}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8261682987213135},{"id":"https://openalex.org/C28006648","wikidata":"https://www.wikidata.org/wiki/Q6934509","display_name":"Multi-task learning","level":3,"score":0.7673970460891724},{"id":"https://openalex.org/C153083717","wikidata":"https://www.wikidata.org/wiki/Q6535263","display_name":"Leverage (statistics)","level":2,"score":0.7274540662765503},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.6876233816146851},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.6008321642875671},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.5562611818313599},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5290549993515015},{"id":"https://openalex.org/C175154964","wikidata":"https://www.wikidata.org/wiki/Q380077","display_name":"Task analysis","level":3,"score":0.5247657299041748},{"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":1,"locations":[{"id":"doi:10.1109/icassp48485.2024.10447915","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/icassp48485.2024.10447915","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICASSP 2024 - 2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.7099999785423279,"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4"}],"awards":[{"id":"https://openalex.org/G1492629662","display_name":null,"funder_award_id":"2023018","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G2678945450","display_name":null,"funder_award_id":"HIT.OCEF.2023018","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G7930149284","display_name":null,"funder_award_id":"62276078","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":30,"referenced_works":["https://openalex.org/W1490960179","https://openalex.org/W1522301498","https://openalex.org/W2624871570","https://openalex.org/W2750779823","https://openalex.org/W2899575547","https://openalex.org/W2952087486","https://openalex.org/W2971031791","https://openalex.org/W3035390927","https://openalex.org/W3099911888","https://openalex.org/W3100880133","https://openalex.org/W4205807230","https://openalex.org/W4252110927","https://openalex.org/W4293718192","https://openalex.org/W4365799947","https://openalex.org/W6605323724","https://openalex.org/W6631190155","https://openalex.org/W6689336786","https://openalex.org/W6718053083","https://openalex.org/W6732520560","https://openalex.org/W6739365718","https://openalex.org/W6739901393","https://openalex.org/W6741990110","https://openalex.org/W6750615492","https://openalex.org/W6753253081","https://openalex.org/W6755207826","https://openalex.org/W6759543333","https://openalex.org/W6763999555","https://openalex.org/W6767737316","https://openalex.org/W6771418841","https://openalex.org/W6775724377"],"related_works":["https://openalex.org/W1564680838","https://openalex.org/W2003125260","https://openalex.org/W2060591604","https://openalex.org/W2951720331","https://openalex.org/W1992291644","https://openalex.org/W2166791242","https://openalex.org/W2585162246","https://openalex.org/W1934413089","https://openalex.org/W2098419343","https://openalex.org/W2051178964"],"abstract_inverted_index":{"Traditional":[0],"multitask":[1,31,125],"learning":[2,126],"methods":[3],"typically":[4],"can":[5],"only":[6],"leverage":[7],"shared":[8],"knowledge":[9,88,98,101],"within":[10],"specific":[11],"tasks":[12,44,140],"or":[13,22,82],"languages,":[14],"resulting":[15],"in":[16,112],"a":[17,28,37,64],"loss":[18],"of":[19,60,71,95,131],"either":[20],"cross-language":[21],"cross-task":[23],"knowledge.":[24],"This":[25],"paper":[26],"proposes":[27],"general":[29],"multilingual":[30],"model,":[32,133],"named":[33],"SkillNet-X,":[34],"which":[35,61,75],"enables":[36],"single":[38],"model":[39],"to":[40,63,78],"tackle":[41],"many":[42],"different":[43,46],"from":[45],"languages.":[47,114],"To":[48],"this":[49],"end,":[50],"we":[51,134],"define":[52],"several":[53],"language-specific":[54],"skills":[55],"and":[56,99,123,141],"task-specific":[57,122],"skills,":[58],"each":[59],"corresponds":[62],"skill":[65,73,91],"module.":[66],"SkillNet-X":[67,105,118,144],"sparsely":[68],"activates":[69],"parts":[70],"the":[72,83,129],"modules":[74,92],"are":[76,93],"relevant":[77],"eitherthe":[79],"target":[80,84],"task":[81],"language.":[85],"Acting":[86],"as":[87],"transit":[89],"hubs,":[90],"capable":[94],"absorbing":[96],"task-related":[97],"language-related":[100],"consecutively.":[102],"We":[103],"evaluate":[104],"on":[106,137],"eleven":[107],"natural":[108],"language":[109],"understanding":[110],"datasets":[111],"four":[113],"Results":[115],"show":[116],"that":[117,143],"performs":[119],"better":[120],"than":[121],"two":[124,138],"baselines.To":[127],"investigate":[128],"generalization":[130],"our":[132],"conduct":[135],"experiments":[136],"new":[139],"find":[142],"significantly":[145],"outperforms":[146],"baselines.":[147]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
