{"id":"https://openalex.org/W4410636394","doi":"https://doi.org/10.1145/3701716.3717527","title":"<i>One Size doesn't Fit All</i> : A Personalized Conversational Tutoring Agent for Mathematics Instruction","display_name":"<i>One Size doesn't Fit All</i> : A Personalized Conversational Tutoring Agent for Mathematics Instruction","publication_year":2025,"publication_date":"2025-05-08","ids":{"openalex":"https://openalex.org/W4410636394","doi":"https://doi.org/10.1145/3701716.3717527"},"language":"en","primary_location":{"id":"doi:10.1145/3701716.3717527","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3701716.3717527","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3701716.3717527","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Companion Proceedings of the ACM on Web Conference 2025","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3701716.3717527","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5082502751","display_name":"Ben Liu","orcid":"https://orcid.org/0000-0001-5031-9368"},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Ben Liu","raw_affiliation_strings":["School of Computer Science, Wuhan University, Wuhan, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science, Wuhan University, Wuhan, China","institution_ids":["https://openalex.org/I37461747"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038535125","display_name":"Jihai Zhang","orcid":"https://orcid.org/0000-0003-3768-9107"},"institutions":[{"id":"https://openalex.org/I45928872","display_name":"Alibaba Group (China)","ror":"https://ror.org/00k642b80","country_code":"CN","type":"company","lineage":["https://openalex.org/I45928872"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jihai Zhang","raw_affiliation_strings":["DAMO Academy, Alibaba Group, Hangzhou, China"],"affiliations":[{"raw_affiliation_string":"DAMO Academy, Alibaba Group, Hangzhou, China","institution_ids":["https://openalex.org/I45928872"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086363516","display_name":"Fangquan Lin","orcid":"https://orcid.org/0000-0001-5341-378X"},"institutions":[{"id":"https://openalex.org/I45928872","display_name":"Alibaba Group (China)","ror":"https://ror.org/00k642b80","country_code":"CN","type":"company","lineage":["https://openalex.org/I45928872"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fangquan Lin","raw_affiliation_strings":["DAMO Academy, Alibaba Group, Hangzhou, China"],"affiliations":[{"raw_affiliation_string":"DAMO Academy, Alibaba Group, Hangzhou, China","institution_ids":["https://openalex.org/I45928872"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100380896","display_name":"Jia Xu","orcid":"https://orcid.org/0000-0002-1996-0162"},"institutions":[{"id":"https://openalex.org/I94611258","display_name":"Hebei Normal University","ror":"https://ror.org/004rbbw49","country_code":"CN","type":"education","lineage":["https://openalex.org/I94611258"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xu Jia","raw_affiliation_strings":["College of Computer and Cyber Security, Hebei Normal University, Shijiazhuang, China"],"affiliations":[{"raw_affiliation_string":"College of Computer and Cyber Security, Hebei Normal University, Shijiazhuang, China","institution_ids":["https://openalex.org/I94611258"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5114778045","display_name":"Min Peng","orcid":"https://orcid.org/0000-0002-8766-1105"},"institutions":[{"id":"https://openalex.org/I37461747","display_name":"Wuhan University","ror":"https://ror.org/033vjfk17","country_code":"CN","type":"education","lineage":["https://openalex.org/I37461747"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Min Peng","raw_affiliation_strings":["School of Computer Scicence, Wuhan University, Wuhan, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Scicence, Wuhan University, Wuhan, China","institution_ids":["https://openalex.org/I37461747"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5082502751"],"corresponding_institution_ids":["https://openalex.org/I37461747"],"apc_list":null,"apc_paid":null,"fwci":9.3726,"has_fulltext":true,"cited_by_count":4,"citation_normalized_percentile":{"value":0.97478341,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"2401","last_page":"2410"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","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"}},"topics":[{"id":"https://openalex.org/T11902","display_name":"Intelligent Tutoring Systems and Adaptive Learning","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/T10636","display_name":"Innovative Teaching and Learning Methods","score":0.9779999852180481,"subfield":{"id":"https://openalex.org/subfields/3204","display_name":"Developmental and Educational Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.9710000157356262,"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/computer-science","display_name":"Computer science","score":0.7341107726097107},{"id":"https://openalex.org/keywords/multimedia","display_name":"Multimedia","score":0.44015857577323914},{"id":"https://openalex.org/keywords/computer-aided-instruction","display_name":"Computer aided instruction","score":0.4248588979244232},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.41170230507850647},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.3532135784626007},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.17487558722496033}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7341107726097107},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.44015857577323914},{"id":"https://openalex.org/C2986849125","wikidata":"https://www.wikidata.org/wiki/Q1068473","display_name":"Computer aided instruction","level":2,"score":0.4248588979244232},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.41170230507850647},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.3532135784626007},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.17487558722496033}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3701716.3717527","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3701716.3717527","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3701716.3717527","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Companion Proceedings of the ACM on Web Conference 2025","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3701716.3717527","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3701716.3717527","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3701716.3717527","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Companion Proceedings of the ACM on Web Conference 2025","raw_type":"proceedings-article"},"sustainable_development_goals":[{"score":0.7799999713897705,"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education"}],"awards":[{"id":"https://openalex.org/G1121271761","display_name":null,"funder_award_id":"Program","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2087396116","display_name":null,"funder_award_id":"China","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2511542536","display_name":null,"funder_award_id":"U23A20316","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3317480652","display_name":null,"funder_award_id":"Science","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5939423041","display_name":null,"funder_award_id":"Technology","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5994120800","display_name":null,"funder_award_id":"Natural","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6131237001","display_name":null,"funder_award_id":"U23A20316","funder_id":"https://openalex.org/F4320323817","funder_display_name":"Universitas Brawijaya"},{"id":"https://openalex.org/G6676365692","display_name":null,"funder_award_id":"U23A203","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7805001638","display_name":null,"funder_award_id":"U23A2031","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/F4320323817","display_name":"Universitas Brawijaya","ror":"https://ror.org/01wk3d929"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4410636394.pdf","grobid_xml":"https://content.openalex.org/works/W4410636394.grobid-xml"},"referenced_works_count":18,"referenced_works":["https://openalex.org/W1977525191","https://openalex.org/W2004429519","https://openalex.org/W2060045074","https://openalex.org/W2092909411","https://openalex.org/W2101105183","https://openalex.org/W2172010324","https://openalex.org/W2899391375","https://openalex.org/W2904197112","https://openalex.org/W2945027736","https://openalex.org/W3094595104","https://openalex.org/W4360798583","https://openalex.org/W4384131331","https://openalex.org/W4389519488","https://openalex.org/W4393118106","https://openalex.org/W4401043455","https://openalex.org/W6600137863","https://openalex.org/W6600388300","https://openalex.org/W6815619692"],"related_works":["https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W1979832058","https://openalex.org/W1981961018","https://openalex.org/W1976841731","https://openalex.org/W4252935804","https://openalex.org/W1827150697","https://openalex.org/W4298031080","https://openalex.org/W2134083646","https://openalex.org/W2538701078"],"abstract_inverted_index":{"Large":[0],"language":[1],"models":[2],"(LLMs)":[3],"have":[4],"been":[5],"increasingly":[6],"employed":[7],"in":[8,48,196],"various":[9],"intelligent":[10],"educational":[11,199],"systems,":[12],"simulating":[13],"human":[14],"tutors":[15],"to":[16,32,58,109,132,152,156,181,205],"facilitate":[17],"effective":[18],"human-machine":[19],"interaction.":[20],"However,":[21],"previous":[22],"studies":[23],"often":[24],"overlook":[25],"the":[26,84,104,128,150,157,165,183,191,198],"significance":[27],"of":[28,106,160,185,193],"recognizing":[29],"and":[30,44,61,86,136,145,154,169,177,201],"adapting":[31],"individual":[33],"learner":[34],"characteristics.":[35],"Such":[36],"adaptation":[37],"is":[38],"crucial":[39],"for":[40,74],"enhancing":[41],"student":[42],"engagement":[43],"learning":[45,53,80,88,119,167],"efficiency,":[46],"particularly":[47],"mathematics":[49,75],"instruction,":[50],"where":[51],"diverse":[52],"styles":[54,81],"require":[55],"personalized":[56,142,186],"strategies":[57,113],"promote":[59],"comprehension":[60],"enthusiasm.":[62],"In":[63,96],"this":[64,97],"paper,":[65],"we":[66,172],"propose":[67],"a":[68],"PersonAlized":[69],"Conversational":[70],"tutoring":[71],"agEnt":[72],"(PACE)":[73],"instruction.":[76],"PACE":[77,100,126,148],"simulates":[78],"students'":[79,124],"based":[82],"on":[83],"Felder":[85],"Silverman":[87],"style":[89],"model,":[90],"aligning":[91],"with":[92,116],"each":[93,161],"student's":[94],"persona.":[95],"way,":[98],"our":[99,194],"can":[101],"effectively":[102],"assess":[103,182],"personality":[105],"students,":[107],"allowing":[108],"develop":[110],"individualized":[111],"teaching":[112,130,143],"that":[114],"resonate":[115],"their":[117],"unique":[118,158],"styles.":[120],"To":[121],"further":[122],"enhance":[123],"comprehension,":[125],"employs":[127],"Socratic":[129],"method":[131],"provide":[133],"instant":[134],"feedback":[135],"encourage":[137],"deep":[138],"thinking.":[139],"By":[140],"constructing":[141],"data":[144],"training":[146],"models,":[147],"demonstrates":[149],"ability":[151],"identify":[153],"adapt":[155],"needs":[159],"student,":[162],"significantly":[163],"improving":[164],"overall":[166],"experience":[168,200],"outcomes.":[170],"Moreover,":[171],"establish":[173],"multi-aspect":[174],"evaluation":[175],"criteria":[176],"conduct":[178],"extensive":[179],"analysis":[180],"performance":[184],"teaching.":[187],"Experimental":[188],"results":[189],"demonstrate":[190],"superiority":[192],"model":[195],"personalizing":[197],"motivating":[202],"students":[203],"compared":[204],"existing":[206],"methods.":[207]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}