{"id":"https://openalex.org/W4389611335","doi":"https://doi.org/10.1109/ialp61005.2023.10337135","title":"MCSSpell:Optimal Path Selection of Candidate Characters by Integrating Multimodal Information and Copy Mechanism for Chinese Spelling Correction","display_name":"MCSSpell:Optimal Path Selection of Candidate Characters by Integrating Multimodal Information and Copy Mechanism for Chinese Spelling Correction","publication_year":2023,"publication_date":"2023-11-18","ids":{"openalex":"https://openalex.org/W4389611335","doi":"https://doi.org/10.1109/ialp61005.2023.10337135"},"language":"en","primary_location":{"id":"doi:10.1109/ialp61005.2023.10337135","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/ialp61005.2023.10337135","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 International Conference on Asian Language Processing (IALP)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5100358801","display_name":"Qing Zhang","orcid":"https://orcid.org/0000-0002-5368-339X"},"institutions":[{"id":"https://openalex.org/I137506752","display_name":"North China University of Science and Technology","ror":"https://ror.org/04z4wmb81","country_code":"CN","type":"education","lineage":["https://openalex.org/I137506752"]},{"id":"https://openalex.org/I1456306","display_name":"North China University of Technology","ror":"https://ror.org/01nky7652","country_code":"CN","type":"education","lineage":["https://openalex.org/I1456306"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qing Zhang","raw_affiliation_strings":["North China University of Technology,School of Information Science and Technology","CNONIX National Standard Application and Promotion Lab","School of Information Science and Technology, North China University of Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"North China University of Technology,School of Information Science and Technology","institution_ids":["https://openalex.org/I1456306","https://openalex.org/I137506752"]},{"raw_affiliation_string":"CNONIX National Standard Application and Promotion Lab","institution_ids":[]},{"raw_affiliation_string":"School of Information Science and Technology, North China University of Technology","institution_ids":["https://openalex.org/I1456306"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101492121","display_name":"Cheng Yang","orcid":"https://orcid.org/0000-0003-1240-1816"},"institutions":[{"id":"https://openalex.org/I137506752","display_name":"North China University of Science and Technology","ror":"https://ror.org/04z4wmb81","country_code":"CN","type":"education","lineage":["https://openalex.org/I137506752"]},{"id":"https://openalex.org/I1456306","display_name":"North China University of Technology","ror":"https://ror.org/01nky7652","country_code":"CN","type":"education","lineage":["https://openalex.org/I1456306"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Cheng Yang","raw_affiliation_strings":["North China University of Technology,School of Information Science and Technology","CNONIX National Standard Application and Promotion Lab","School of Information Science and Technology, North China University of Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"North China University of Technology,School of Information Science and Technology","institution_ids":["https://openalex.org/I1456306","https://openalex.org/I137506752"]},{"raw_affiliation_string":"CNONIX National Standard Application and Promotion Lab","institution_ids":[]},{"raw_affiliation_string":"School of Information Science and Technology, North China University of Technology","institution_ids":["https://openalex.org/I1456306"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056722570","display_name":"Jianyong Duan","orcid":"https://orcid.org/0000-0002-2244-3764"},"institutions":[{"id":"https://openalex.org/I137506752","display_name":"North China University of Science and Technology","ror":"https://ror.org/04z4wmb81","country_code":"CN","type":"education","lineage":["https://openalex.org/I137506752"]},{"id":"https://openalex.org/I1456306","display_name":"North China University of Technology","ror":"https://ror.org/01nky7652","country_code":"CN","type":"education","lineage":["https://openalex.org/I1456306"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianyong Duan","raw_affiliation_strings":["North China University of Technology,School of Information Science and Technology","CNONIX National Standard Application and Promotion Lab","School of Information Science and Technology, North China University of Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"North China University of Technology,School of Information Science and Technology","institution_ids":["https://openalex.org/I1456306","https://openalex.org/I137506752"]},{"raw_affiliation_string":"CNONIX National Standard Application and Promotion Lab","institution_ids":[]},{"raw_affiliation_string":"School of Information Science and Technology, North China University of Technology","institution_ids":["https://openalex.org/I1456306"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100599817","display_name":"Hao Wang","orcid":"https://orcid.org/0000-0003-0896-080X"},"institutions":[{"id":"https://openalex.org/I137506752","display_name":"North China University of Science and Technology","ror":"https://ror.org/04z4wmb81","country_code":"CN","type":"education","lineage":["https://openalex.org/I137506752"]},{"id":"https://openalex.org/I1456306","display_name":"North China University of Technology","ror":"https://ror.org/01nky7652","country_code":"CN","type":"education","lineage":["https://openalex.org/I1456306"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hao Wang","raw_affiliation_strings":["North China University of Technology,School of Information Science and Technology","School of Information Science and Technology, North China University of Technology","CNONIX National Standard Application and Promotion Lab"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"North China University of Technology,School of Information Science and Technology","institution_ids":["https://openalex.org/I1456306","https://openalex.org/I137506752"]},{"raw_affiliation_string":"School of Information Science and Technology, North China University of Technology","institution_ids":["https://openalex.org/I1456306"]},{"raw_affiliation_string":"CNONIX National Standard Application and Promotion Lab","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073058503","display_name":"Li He","orcid":"https://orcid.org/0000-0002-6681-0933"},"institutions":[{"id":"https://openalex.org/I137506752","display_name":"North China University of Science and Technology","ror":"https://ror.org/04z4wmb81","country_code":"CN","type":"education","lineage":["https://openalex.org/I137506752"]},{"id":"https://openalex.org/I1456306","display_name":"North China University of Technology","ror":"https://ror.org/01nky7652","country_code":"CN","type":"education","lineage":["https://openalex.org/I1456306"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Li He","raw_affiliation_strings":["North China University of Technology,School of Information Science and Technology","School of Information Science and Technology, North China University of Technology","CNONIX National Standard Application and Promotion Lab"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"North China University of Technology,School of Information Science and Technology","institution_ids":["https://openalex.org/I1456306","https://openalex.org/I137506752"]},{"raw_affiliation_string":"School of Information Science and Technology, North China University of Technology","institution_ids":["https://openalex.org/I1456306"]},{"raw_affiliation_string":"CNONIX National Standard Application and Promotion Lab","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100731156","display_name":"Jie Liu","orcid":"https://orcid.org/0000-0001-5953-4566"},"institutions":[{"id":"https://openalex.org/I137506752","display_name":"North China University of Science and Technology","ror":"https://ror.org/04z4wmb81","country_code":"CN","type":"education","lineage":["https://openalex.org/I137506752"]},{"id":"https://openalex.org/I1456306","display_name":"North China University of Technology","ror":"https://ror.org/01nky7652","country_code":"CN","type":"education","lineage":["https://openalex.org/I1456306"]},{"id":"https://openalex.org/I96852419","display_name":"Capital Normal University","ror":"https://ror.org/005edt527","country_code":"CN","type":"education","lineage":["https://openalex.org/I96852419"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jie Liu","raw_affiliation_strings":["North China University of Technology,School of Information Science and Technology","China Language Intelligence Research Center, Capital Normal University, Beijing, China","School of Information Science and Technology, North China University of Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"North China University of Technology,School of Information Science and Technology","institution_ids":["https://openalex.org/I1456306","https://openalex.org/I137506752"]},{"raw_affiliation_string":"China Language Intelligence Research Center, Capital Normal University, Beijing, China","institution_ids":["https://openalex.org/I96852419"]},{"raw_affiliation_string":"School of Information Science and Technology, North China University of Technology","institution_ids":["https://openalex.org/I1456306"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":"95","issue":null,"first_page":"7","last_page":"12"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"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"}},"topics":[{"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/T10028","display_name":"Topic Modeling","score":0.9955000281333923,"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/T10601","display_name":"Handwritten Text Recognition Techniques","score":0.9947999715805054,"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":0.8232899904251099},{"id":"https://openalex.org/keywords/spelling","display_name":"Spelling","score":0.6792904734611511},{"id":"https://openalex.org/keywords/character","display_name":"Character (mathematics)","score":0.6360899806022644},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5769528746604919},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.5553191304206848},{"id":"https://openalex.org/keywords/selection","display_name":"Selection (genetic algorithm)","score":0.5476410388946533},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.4973428547382355},{"id":"https://openalex.org/keywords/chinese-characters","display_name":"Chinese characters","score":0.4520072042942047},{"id":"https://openalex.org/keywords/mechanism","display_name":"Mechanism (biology)","score":0.44101017713546753},{"id":"https://openalex.org/keywords/semantics","display_name":"Semantics (computer science)","score":0.42866918444633484},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.3534310460090637},{"id":"https://openalex.org/keywords/linguistics","display_name":"Linguistics","score":0.18634942173957825}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8232899904251099},{"id":"https://openalex.org/C2777801307","wikidata":"https://www.wikidata.org/wiki/Q2088390","display_name":"Spelling","level":2,"score":0.6792904734611511},{"id":"https://openalex.org/C2780861071","wikidata":"https://www.wikidata.org/wiki/Q1062934","display_name":"Character (mathematics)","level":2,"score":0.6360899806022644},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5769528746604919},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5553191304206848},{"id":"https://openalex.org/C81917197","wikidata":"https://www.wikidata.org/wiki/Q628760","display_name":"Selection (genetic algorithm)","level":2,"score":0.5476410388946533},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.4973428547382355},{"id":"https://openalex.org/C2781051154","wikidata":"https://www.wikidata.org/wiki/Q8201","display_name":"Chinese characters","level":2,"score":0.4520072042942047},{"id":"https://openalex.org/C89611455","wikidata":"https://www.wikidata.org/wiki/Q6804646","display_name":"Mechanism (biology)","level":2,"score":0.44101017713546753},{"id":"https://openalex.org/C184337299","wikidata":"https://www.wikidata.org/wiki/Q1437428","display_name":"Semantics (computer science)","level":2,"score":0.42866918444633484},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.3534310460090637},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.18634942173957825},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","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/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}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ialp61005.2023.10337135","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/ialp61005.2023.10337135","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 International Conference on Asian Language Processing (IALP)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education","score":0.6700000166893005}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W1528012351","https://openalex.org/W2250444785","https://openalex.org/W2251568283","https://openalex.org/W2564237127","https://openalex.org/W2892311186","https://openalex.org/W2892737606","https://openalex.org/W2983735660","https://openalex.org/W3035309733","https://openalex.org/W3173175058","https://openalex.org/W3174595604","https://openalex.org/W3176140329","https://openalex.org/W3176484937","https://openalex.org/W4221165114","https://openalex.org/W4285233025","https://openalex.org/W4385571339","https://openalex.org/W6679221145","https://openalex.org/W6682082992","https://openalex.org/W6691419975"],"related_works":["https://openalex.org/W2100947578","https://openalex.org/W2161008081","https://openalex.org/W1555832326","https://openalex.org/W4298186509","https://openalex.org/W2357953719","https://openalex.org/W2383960131","https://openalex.org/W2381493610","https://openalex.org/W2391760175","https://openalex.org/W2356947934","https://openalex.org/W2390320612"],"abstract_inverted_index":{"Chinese":[0,20,115],"spelling":[1,17],"correction":[2,174],"(CSC)":[3],"is":[4],"a":[5,67,101,129],"traditional":[6],"Natural":[7],"Language":[8],"Processing":[9],"task":[10],"that":[11,109,186],"aims":[12],"to":[13,71,79,82,88,120,140,171,190],"detect":[14],"and":[15,150,180,201,206,212],"correct":[16,80],"errors":[18],"in":[19,175],"text.":[21],"Many":[22],"advanced":[23],"studies":[24],"have":[25],"adopted":[26],"BERT":[27,47,77],"non-autoregressive":[28],"language":[29],"models,":[30],"masking":[31],"method":[32],"performs":[33],"well":[34],"on":[35,51,203],"the":[36,40,52,61,89,111,122,134,138,142,147,151,157,166,191],"CSC":[37],"task.":[38],"However,":[39],"model":[41,72,139],"still":[42],"has":[43,194],"certain":[44],"limitations.":[45],"Firstly,":[46],"predicts":[48],"tokens":[49],"based":[50],"assumption":[53],"of":[54,91,124,159,169,177],"independence,":[55],"meaning":[56],"it":[57,69],"does":[58],"not":[59],"learn":[60],"relationships":[62],"between":[63,113],"masked":[64],"tokens.":[65],"As":[66],"result,":[68],"fails":[70],"character-level":[73],"dependencies":[74,112],"effectively.":[75],"Additionally,":[76],"tends":[78],"characters":[81,116,170],"more":[83],"common":[84],"habitual":[85],"expressions,":[86],"leading":[87],"problem":[90,158],"over":[92,160],"correction.":[93,161],"To":[94],"address":[95],"these":[96],"issues,":[97],"this":[98],"paper":[99],"proposes":[100],"novel":[102],"Candidate":[103],"Character":[104],"Optimal":[105],"Path":[106],"Selector":[107],"(CCOPS)":[108],"models":[110],"adjacent":[114],"using":[117],"attention":[118],"mechanisms":[119],"alleviate":[121],"issue":[123],"character":[125,144],"coherence.":[126],"We":[127],"incorporate":[128],"particular":[130],"copy":[131],"mechanism":[132],"into":[133],"selector,":[135],"which":[136],"guides":[137],"choose":[141],"original":[143,148],"when":[145],"both":[146],"input":[149],"candidate":[152],"output":[153],"are":[154],"plausible,":[155],"mitigating":[156],"Furthermore,":[162],"we":[163],"effectively":[164],"integrate":[165],"multimodal":[167],"information":[168],"guide":[172],"error":[173],"terms":[176],"semantics,":[178],"phonetics,":[179],"visual":[181],"similarities.":[182],"The":[183],"experiments":[184],"show":[185],"our":[187],"model,":[188],"compared":[189],"latest":[192],"research,":[193],"improved":[195],"Detection-Level":[196],"F1":[197,208],"by":[198,209],"2.7%,":[199],"1.2%,":[200],"1.2%":[202],"three":[204],"datasets,":[205],"Correction-Level":[207],"2.6%\"":[210],"0.8%\"":[211],"1.3%":[213],"respectively,":[214]},"counts_by_year":[],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
