{"id":"https://openalex.org/W4396822210","doi":"https://doi.org/10.1145/3626772.3661343","title":"Optimizing E-commerce Search: Toward a Generalizable and Rank-Consistent Pre-Ranking Model","display_name":"Optimizing E-commerce Search: Toward a Generalizable and Rank-Consistent Pre-Ranking Model","publication_year":2024,"publication_date":"2024-07-10","ids":{"openalex":"https://openalex.org/W4396822210","doi":"https://doi.org/10.1145/3626772.3661343"},"language":"en","primary_location":{"id":"doi:10.1145/3626772.3661343","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3626772.3661343","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 47th International ACM SIGIR Conference on Research and Development in Information Retrieval","raw_type":"proceedings-article"},"type":"article","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2405.05606","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5017552772","display_name":"Enqiang Xu","orcid":"https://orcid.org/0009-0002-4647-3439"},"institutions":[{"id":"https://openalex.org/I4210103986","display_name":"Jingdong (China)","ror":"https://ror.org/01dkjkq64","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210103986"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Enqiang Xu","raw_affiliation_strings":["JD.com, Beijing, China"],"raw_orcid":"https://orcid.org/0009-0002-4647-3439","affiliations":[{"raw_affiliation_string":"JD.com, Beijing, China","institution_ids":["https://openalex.org/I4210103986"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101886756","display_name":"Yiming Qiu","orcid":"https://orcid.org/0000-0002-5900-4773"},"institutions":[{"id":"https://openalex.org/I4210103986","display_name":"Jingdong (China)","ror":"https://ror.org/01dkjkq64","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210103986"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yiming Qiu","raw_affiliation_strings":["JD.com, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-5900-4773","affiliations":[{"raw_affiliation_string":"JD.com, Beijing, China","institution_ids":["https://openalex.org/I4210103986"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102663325","display_name":"Junyang Bai","orcid":"https://orcid.org/0009-0007-1988-7253"},"institutions":[{"id":"https://openalex.org/I4210103986","display_name":"Jingdong (China)","ror":"https://ror.org/01dkjkq64","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210103986"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junyang Bai","raw_affiliation_strings":["JD.com, Beijing, China"],"raw_orcid":"https://orcid.org/0009-0007-1988-7253","affiliations":[{"raw_affiliation_string":"JD.com, Beijing, China","institution_ids":["https://openalex.org/I4210103986"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103325854","display_name":"Ping Zhang","orcid":"https://orcid.org/0009-0009-8451-0801"},"institutions":[{"id":"https://openalex.org/I4210103986","display_name":"Jingdong (China)","ror":"https://ror.org/01dkjkq64","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210103986"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ping Zhang","raw_affiliation_strings":["JD.com, Beijing, China"],"raw_orcid":"https://orcid.org/0009-0009-8451-0801","affiliations":[{"raw_affiliation_string":"JD.com, Beijing, China","institution_ids":["https://openalex.org/I4210103986"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036212722","display_name":"Dadong Miao","orcid":"https://orcid.org/0009-0004-6484-0946"},"institutions":[{"id":"https://openalex.org/I4210103986","display_name":"Jingdong (China)","ror":"https://ror.org/01dkjkq64","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210103986"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dadong Miao","raw_affiliation_strings":["JD.com, Beijing, China"],"raw_orcid":"https://orcid.org/0009-0004-6484-0946","affiliations":[{"raw_affiliation_string":"JD.com, Beijing, China","institution_ids":["https://openalex.org/I4210103986"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100714546","display_name":"Songlin Wang","orcid":"https://orcid.org/0000-0003-2100-3860"},"institutions":[{"id":"https://openalex.org/I4210103986","display_name":"Jingdong (China)","ror":"https://ror.org/01dkjkq64","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210103986"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Songlin Wang","raw_affiliation_strings":["JD.com, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0003-2100-3860","affiliations":[{"raw_affiliation_string":"JD.com, Beijing, China","institution_ids":["https://openalex.org/I4210103986"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045596194","display_name":"Guoyu Tang","orcid":"https://orcid.org/0009-0003-9586-4652"},"institutions":[{"id":"https://openalex.org/I4210103986","display_name":"Jingdong (China)","ror":"https://ror.org/01dkjkq64","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210103986"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guoyu Tang","raw_affiliation_strings":["JD.com, Beijing, China"],"raw_orcid":"https://orcid.org/0009-0003-9586-4652","affiliations":[{"raw_affiliation_string":"JD.com, Beijing, China","institution_ids":["https://openalex.org/I4210103986"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037906509","display_name":"Lin Liu","orcid":"https://orcid.org/0000-0003-4173-7650"},"institutions":[{"id":"https://openalex.org/I4210103986","display_name":"Jingdong (China)","ror":"https://ror.org/01dkjkq64","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210103986"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lin Liu","raw_affiliation_strings":["JD.com, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0003-4173-7650","affiliations":[{"raw_affiliation_string":"JD.com, Beijing, China","institution_ids":["https://openalex.org/I4210103986"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100338769","display_name":"Mingming Li","orcid":"https://orcid.org/0000-0001-5811-0681"},"institutions":[{"id":"https://openalex.org/I4210103986","display_name":"Jingdong (China)","ror":"https://ror.org/01dkjkq64","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210103986"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"MingMing Li","raw_affiliation_strings":["JD.com, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0001-5811-0681","affiliations":[{"raw_affiliation_string":"JD.com, Beijing, China","institution_ids":["https://openalex.org/I4210103986"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":9,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":4.1372,"has_fulltext":true,"cited_by_count":6,"citation_normalized_percentile":{"value":0.94284035,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"2875","last_page":"2879"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9997000098228455,"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"}},"topics":[{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9997000098228455,"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"}},{"id":"https://openalex.org/T11161","display_name":"Consumer Market Behavior and Pricing","score":0.9969000220298767,"subfield":{"id":"https://openalex.org/subfields/1406","display_name":"Marketing"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11106","display_name":"Data Management and Algorithms","score":0.9915000200271606,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/ranking","display_name":"Ranking (information retrieval)","score":0.7996269464492798},{"id":"https://openalex.org/keywords/rank","display_name":"Rank (graph theory)","score":0.6814156770706177},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6107038259506226},{"id":"https://openalex.org/keywords/e-commerce","display_name":"E-commerce","score":0.4862014651298523},{"id":"https://openalex.org/keywords/learning-to-rank","display_name":"Learning to rank","score":0.47378039360046387},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.3843550682067871},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.35205426812171936},{"id":"https://openalex.org/keywords/econometrics","display_name":"Econometrics","score":0.34115302562713623},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.19939583539962769},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.1605285108089447},{"id":"https://openalex.org/keywords/combinatorics","display_name":"Combinatorics","score":0.0694073736667633}],"concepts":[{"id":"https://openalex.org/C189430467","wikidata":"https://www.wikidata.org/wiki/Q7293293","display_name":"Ranking (information retrieval)","level":2,"score":0.7996269464492798},{"id":"https://openalex.org/C164226766","wikidata":"https://www.wikidata.org/wiki/Q7293202","display_name":"Rank (graph theory)","level":2,"score":0.6814156770706177},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6107038259506226},{"id":"https://openalex.org/C78597825","wikidata":"https://www.wikidata.org/wiki/Q484847","display_name":"E-commerce","level":2,"score":0.4862014651298523},{"id":"https://openalex.org/C86037889","wikidata":"https://www.wikidata.org/wiki/Q4330127","display_name":"Learning to rank","level":3,"score":0.47378039360046387},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.3843550682067871},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.35205426812171936},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.34115302562713623},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.19939583539962769},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.1605285108089447},{"id":"https://openalex.org/C114614502","wikidata":"https://www.wikidata.org/wiki/Q76592","display_name":"Combinatorics","level":1,"score":0.0694073736667633}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3626772.3661343","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3626772.3661343","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 47th International ACM SIGIR Conference on Research and Development in Information Retrieval","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:2405.05606","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2405.05606","pdf_url":"https://arxiv.org/pdf/2405.05606","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-sa","license_id":"https://openalex.org/licenses/cc-by-nc-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2405.05606","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2405.05606","pdf_url":"https://arxiv.org/pdf/2405.05606","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-sa","license_id":"https://openalex.org/licenses/cc-by-nc-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[{"score":0.6000000238418579,"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4396822210.pdf","grobid_xml":"https://content.openalex.org/works/W4396822210.grobid-xml"},"referenced_works_count":17,"referenced_works":["https://openalex.org/W2136189984","https://openalex.org/W2723293840","https://openalex.org/W2809290718","https://openalex.org/W2945772520","https://openalex.org/W2955624969","https://openalex.org/W2962989965","https://openalex.org/W3080249509","https://openalex.org/W3087931390","https://openalex.org/W3093555467","https://openalex.org/W3106252282","https://openalex.org/W3135224173","https://openalex.org/W3153108722","https://openalex.org/W3175038190","https://openalex.org/W4284707446","https://openalex.org/W4306317315","https://openalex.org/W4353007257","https://openalex.org/W6600553734"],"related_works":["https://openalex.org/W3127142483","https://openalex.org/W3160516639","https://openalex.org/W4385565564","https://openalex.org/W2898073868","https://openalex.org/W2138488530","https://openalex.org/W4390446658","https://openalex.org/W2971071571","https://openalex.org/W2798835721","https://openalex.org/W2387658907","https://openalex.org/W2922169395"],"abstract_inverted_index":{"In":[0],"large":[1],"e-commerce":[2],"platforms,":[3],"search":[4],"systems":[5],"are":[6],"typically":[7],"composed":[8],"of":[9,12,35,125,138,148,154],"a":[10,25,74,84,87,108,146,176,182],"series":[11],"modules,":[13],"including":[14],"recall,":[15],"pre-ranking,":[16],"and":[17,60,89,159,172,181],"ranking":[18,42,56,119,131,149],"phases.":[19],"The":[20],"pre-ranking":[21,49],"phase,":[22],"serving":[23],"as":[24,115],"lightweight":[26],"module,":[27],"is":[28,110],"crucial":[29],"for":[30,39,140],"filtering":[31],"out":[32],"the":[33,40,48,69,112,118,123],"bulk":[34],"products":[36,142],"in":[37,156,168,179,185],"advance":[38],"downstream":[41],"module.":[43],"Industrial":[44],"efforts":[45],"on":[46,54,128,145],"optimizing":[47],"model":[50,58],"have":[51],"predominantly":[52],"focused":[53],"enhancing":[55],"consistency,":[57],"structure,":[59],"generalization":[61],"towards":[62],"long-tail":[63],"items.":[64],"Beyond":[65],"these":[66],"optimizations,":[67],"meeting":[68],"system":[70],"performance":[71],"requirements":[72],"presents":[73],"significant":[75,166],"challenge.":[76],"Contrasting":[77],"with":[78],"existing":[79],"industry":[80],"works,":[81],"we":[82],"propose":[83],"novel":[85],"method:":[86],"Generalizable":[88],"RAnk-ConsistEnt":[90],"Pre-Ranking":[91],"Model":[92],"(GRACE),":[93],"which":[94,121],"achieves:":[95],"1)":[96],"Ranking":[97],"consistency":[98],"by":[99,117,143],"introducing":[100],"multiple":[101],"binary":[102],"classification":[103],"tasks":[104],"that":[105],"predict":[106],"whether":[107],"product":[109,150],"within":[111],"top-k":[113],"results":[114],"estimated":[116],"model,":[120],"facilitates":[122],"addition":[124],"learning":[126,137],"objectives":[127],"common":[129],"point-wise":[130],"models;":[132],"2)":[133],"Generalizability":[134],"through":[135],"contrastive":[136],"representation":[139],"all":[141],"pre-training":[144],"subset":[147],"embeddings;":[151],"3)":[152],"Ease":[153],"implementation":[155],"feature":[157],"construction":[158],"online":[160,173],"deployment.":[161],"Our":[162],"extensive":[163],"experiments":[164],"demonstrate":[165],"improvements":[167],"both":[169],"offline":[170],"metrics":[171],"A/B":[174],"test:":[175],"0.75%":[177],"increase":[178,184],"AUC":[180],"1.28%":[183],"CVR.":[186]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2024-05-11T00:00:00"}
