{"id":"https://openalex.org/W3106933461","doi":null,"title":"ABSTRACTING INFLUENCE PATHS FOR EXPLAINING (CONTEXTUALIZATION OF) BERT MODELS","display_name":"ABSTRACTING INFLUENCE PATHS FOR EXPLAINING (CONTEXTUALIZATION OF) BERT MODELS","publication_year":2021,"publication_date":"2021-05-04","ids":{"openalex":"https://openalex.org/W3106933461","mag":"3106933461"},"language":"en","primary_location":{"id":"mag:3106933461","doi":null,"is_oa":true,"landing_page_url":"https://arxiv.org/pdf/2011.00740","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":"arXiv (Cornell University)","raw_type":null},"volume":null,"type":"preprint","is_traditional":true,"indexed_in":[],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2011.00740","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5069668107","display_name":"Kaiji Lu","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I74973139","display_name":"Carnegie Mellon University","ror":"https://ror.org/05x2bcf33","country_code":"US","type":"education","lineage":["https://openalex.org/I74973139"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kaiji Lu","raw_affiliation_strings":["Carnegie Mellon University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Carnegie Mellon University","institution_ids":["https://openalex.org/I74973139"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Zifan Wang","orcid":"https://orcid.org/0000-0003-3394-8060","observed_orcids":["https://orcid.org/0000-0003-3394-8060"]},"institutions":[{"id":"https://openalex.org/I74973139","display_name":"Carnegie Mellon University","ror":"https://ror.org/05x2bcf33","country_code":"US","type":"education","lineage":["https://openalex.org/I74973139"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Zifan Wang","raw_affiliation_strings":["Carnegie Mellon University"],"raw_orcid":"https://orcid.org/0000-0003-3394-8060","affiliations":[{"raw_affiliation_string":"Carnegie Mellon University","institution_ids":["https://openalex.org/I74973139"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030425946","display_name":"Piotr Mardziel","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Piotr Mardziel","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5111177928","display_name":"Anupam Datta","orcid":"https://orcid.org/0000-0002-2751-068X","observed_orcids":["https://orcid.org/0000-0002-2751-068X"]},"institutions":[{"id":"https://openalex.org/I74973139","display_name":"Carnegie Mellon University","ror":"https://ror.org/05x2bcf33","country_code":"US","type":"education","lineage":["https://openalex.org/I74973139"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Anupam Datta","raw_affiliation_strings":["Carnegie Mellon University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Carnegie Mellon University","institution_ids":["https://openalex.org/I74973139"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"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":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12026","display_name":"Explainable Artificial Intelligence (XAI)","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/T12026","display_name":"Explainable Artificial Intelligence (XAI)","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":0.0003000000142492354,"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":0.00019999999494757503,"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/bert","display_name":"BERT","score":0.9190000295639038},{"id":"https://openalex.org/keywords/attention-mechanism","display_name":"attention mechanism","score":0.4869999885559082},{"id":"https://openalex.org/keywords/subject-verb-agreement","display_name":"subject-verb agreement","score":0.6740000247955322},{"id":"https://openalex.org/keywords/contextualization","display_name":"contextualization","score":0.5619999766349792},{"id":"https://openalex.org/keywords/skip-connections","display_name":"skip connections","score":0.6259999871253967},{"id":"https://openalex.org/keywords/attention-heads","display_name":"attention heads","score":0.9570000171661377},{"id":"https://openalex.org/keywords/grammatical-errors","display_name":"grammatical errors","score":0.5350000262260437},{"id":"https://openalex.org/keywords/pattern-visualization","display_name":"pattern visualization","score":0.5070000290870667}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8082026243209839},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.6783745884895325},{"id":"https://openalex.org/C2780712339","wikidata":"https://www.wikidata.org/wiki/Q5165204","display_name":"Contextualization","level":3,"score":0.6239463090896606},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5177239775657654},{"id":"https://openalex.org/C2777855551","wikidata":"https://www.wikidata.org/wiki/Q12310021","display_name":"Subject (documents)","level":2,"score":0.4978926181793213},{"id":"https://openalex.org/C2776397901","wikidata":"https://www.wikidata.org/wiki/Q24905","display_name":"Verb","level":2,"score":0.4623054265975952},{"id":"https://openalex.org/C2780586882","wikidata":"https://www.wikidata.org/wiki/Q7520643","display_name":"Simple (philosophy)","level":2,"score":0.43994754552841187},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.4099345803260803},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.34783345460891724},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.1422109305858612},{"id":"https://openalex.org/C527412718","wikidata":"https://www.wikidata.org/wiki/Q855395","display_name":"Interpretation (philosophy)","level":2,"score":0.0},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C161191863","wikidata":"https://www.wikidata.org/wiki/Q199655","display_name":"Library science","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/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"mag:3106933461","doi":null,"is_oa":true,"landing_page_url":"https://arxiv.org/pdf/2011.00740","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":"arXiv (Cornell University)","raw_type":null}],"best_oa_location":{"id":"mag:3106933461","doi":null,"is_oa":true,"landing_page_url":"https://arxiv.org/pdf/2011.00740","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"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":null,"license_id":null,"version":null,"is_accepted":false,"is_published":false,"raw_source_name":"arXiv (Cornell University)","raw_type":null},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":31,"referenced_works":["https://openalex.org/W2549835527","https://openalex.org/W2626639386","https://openalex.org/W2626778328","https://openalex.org/W2888922637","https://openalex.org/W2910243263","https://openalex.org/W2922565841","https://openalex.org/W2946794439","https://openalex.org/W2948140294","https://openalex.org/W2949603537","https://openalex.org/W2951025380","https://openalex.org/W2951286828","https://openalex.org/W2953307569","https://openalex.org/W2953337107","https://openalex.org/W2953369973","https://openalex.org/W2963310665","https://openalex.org/W2963341956","https://openalex.org/W2963430224","https://openalex.org/W2969624041","https://openalex.org/W2970565456","https://openalex.org/W2970727289","https://openalex.org/W2972296365","https://openalex.org/W2973154008","https://openalex.org/W2973581025","https://openalex.org/W2975429091","https://openalex.org/W3023533951","https://openalex.org/W3023806338","https://openalex.org/W3035473547","https://openalex.org/W3098839135","https://openalex.org/W3103754749","https://openalex.org/W3105966348","https://openalex.org/W3159900299"],"related_works":["https://openalex.org/W3204495782","https://openalex.org/W3038035611","https://openalex.org/W4224080890","https://openalex.org/W7113692978","https://openalex.org/W2979949198","https://openalex.org/W4389519946","https://openalex.org/W4285118636","https://openalex.org/W3152624744","https://openalex.org/W4386566842","https://openalex.org/W2953337107"],"abstract_inverted_index":{"While":[0],"\u201cattention":[1],"is":[2,39],"all":[3],"you":[4],"need\u201d":[5],"may":[6],"be":[7],"proving":[8],"true,":[9],"we":[10],"do":[11],"not":[12],"yet":[13],"know":[14],"why:":[15],"attention-based":[16],"transformer":[17],"models":[18],"such":[19,34,151],"as":[20,35,152],"BERT":[21,89,146],"are":[22],"superior":[23],"but":[24],"how":[25,88,139,145],"they":[26],"contextualize":[27],"information":[28],"even":[29],"for":[30,101,120],"simple":[31],"grammatical":[32,149],"rules":[33],"subject-verb":[36],"number":[37],"agreement(SVA)":[38],"uncertain.":[40],"We":[41,92,111,136],"introduce":[42],"multi-partite":[43],"patterns,":[44],"abstractions":[45],"of":[46,48,61,83,108],"sets":[47],"paths":[49,78],"through":[50,80],"a":[51,66,81],"neural":[52],"network":[53],"model.":[54],"Patterns":[55],"quantify":[56],"and":[57,104,117,125,132,156],"localize":[58],"the":[59],"effect":[60],"an":[62,70,97],"input":[63],"concept":[64,72],"(e.g.,":[65],"subject\u2019s":[67],"number)":[68,76],"on":[69],"output":[71],"(e.g.":[73],"corresponding":[74],"verb\u2019s":[75],"to":[77],"passing":[79],"sequence":[82],"model":[84],"components,":[85],"thus":[86],"surfacing":[87],"contextualizes":[90,147],"information.":[91],"describe":[93],"guided":[94],"pattern":[95,140],"refinement,":[96],"efficient":[98],"search":[99],"procedure":[100],"finding":[102],"sufficient":[103],"sparse":[105],"patterns":[106,114],"representative":[107],"concept-critical":[109],"paths.":[110],"discover":[112],"that":[113],"generate":[115],"succinct":[116],"meaningful":[118],"explanations":[119],"BERT,":[121],"highlighted":[122],"by":[123,129],"\u201ccopy\u201d":[124],"\u201ctransfer\u201d":[126],"operations":[127],"implemented":[128],"skip":[130],"connections":[131],"attention":[133],"heads,":[134],"respectively.":[135],"also":[137],"show":[138],"visualizations":[141],"help":[142],"us":[143],"understand":[144],"various":[148],"concepts,":[150],"SVA":[153],"across":[154],"clauses,":[155],"why":[157],"it":[158],"makes":[159],"errors":[160],"in":[161,166],"some":[162],"cases":[163],"while":[164],"succeeding":[165],"others.":[167]},"counts_by_year":[],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2020-12-07T00:00:00"}
