{"id":"https://openalex.org/W2894878642","doi":"https://doi.org/10.1145/3209280.3229119","title":"Integrating Global Attention for Pairwise Text Comparison","display_name":"Integrating Global Attention for Pairwise Text Comparison","publication_year":2018,"publication_date":"2018-08-28","ids":{"openalex":"https://openalex.org/W2894878642","doi":"https://doi.org/10.1145/3209280.3229119","mag":"2894878642"},"language":"en","primary_location":{"id":"doi:10.1145/3209280.3229119","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3209280.3229119","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM Symposium on Document Engineering 2018","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://works.bepress.com/abidalrahman-mohd/9/","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101764488","display_name":"Jie Mei","orcid":"https://orcid.org/0000-0001-5132-3908"},"institutions":[{"id":"https://openalex.org/I129902397","display_name":"Dalhousie University","ror":"https://ror.org/01e6qks80","country_code":"CA","type":"education","lineage":["https://openalex.org/I129902397"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Jie Mei","raw_affiliation_strings":["Dalhousie University"],"affiliations":[{"raw_affiliation_string":"Dalhousie University","institution_ids":["https://openalex.org/I129902397"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101928835","display_name":"Xiang Jiang","orcid":"https://orcid.org/0000-0002-5484-1388"},"institutions":[{"id":"https://openalex.org/I129902397","display_name":"Dalhousie University","ror":"https://ror.org/01e6qks80","country_code":"CA","type":"education","lineage":["https://openalex.org/I129902397"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Xiang Jiang","raw_affiliation_strings":["Dalhousie University"],"affiliations":[{"raw_affiliation_string":"Dalhousie University","institution_ids":["https://openalex.org/I129902397"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100634001","display_name":"Aminul Islam","orcid":"https://orcid.org/0000-0001-9933-143X"},"institutions":[{"id":"https://openalex.org/I79516672","display_name":"University of Louisiana at Lafayette","ror":"https://ror.org/01x8rc503","country_code":"US","type":"education","lineage":["https://openalex.org/I2799628689","https://openalex.org/I79516672"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Aminul Islam","raw_affiliation_strings":["School of Computing and Informatics, University of Louisiana at Lafayette"],"affiliations":[{"raw_affiliation_string":"School of Computing and Informatics, University of Louisiana at Lafayette","institution_ids":["https://openalex.org/I79516672"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004142960","display_name":"Abidalrahman Moh\u2019d","orcid":"https://orcid.org/0000-0002-5150-7616"},"institutions":[{"id":"https://openalex.org/I129902397","display_name":"Dalhousie University","ror":"https://ror.org/01e6qks80","country_code":"CA","type":"education","lineage":["https://openalex.org/I129902397"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Abidalrahman Moh'd","raw_affiliation_strings":["Dalhousie University"],"affiliations":[{"raw_affiliation_string":"Dalhousie University","institution_ids":["https://openalex.org/I129902397"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5013989913","display_name":"Evangelos Milios","orcid":"https://orcid.org/0000-0001-5549-4675"},"institutions":[{"id":"https://openalex.org/I129902397","display_name":"Dalhousie University","ror":"https://ror.org/01e6qks80","country_code":"CA","type":"education","lineage":["https://openalex.org/I129902397"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Evangelos Milios","raw_affiliation_strings":["Dalhousie University"],"affiliations":[{"raw_affiliation_string":"Dalhousie University","institution_ids":["https://openalex.org/I129902397"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5101764488"],"corresponding_institution_ids":["https://openalex.org/I129902397"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.11049649,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"4"},"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":0.9994000196456909,"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":0.9987000226974487,"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/paraphrase","display_name":"Paraphrase","score":0.8299248218536377},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7638460993766785},{"id":"https://openalex.org/keywords/pairwise-comparison","display_name":"Pairwise comparison","score":0.7439553737640381},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.6766273975372314},{"id":"https://openalex.org/keywords/mechanism","display_name":"Mechanism (biology)","score":0.6091786623001099},{"id":"https://openalex.org/keywords/word","display_name":"Word (group theory)","score":0.5596515536308289},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.5187864303588867},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5099519491195679},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.47960364818573},{"id":"https://openalex.org/keywords/computation","display_name":"Computation","score":0.45689910650253296},{"id":"https://openalex.org/keywords/linguistics","display_name":"Linguistics","score":0.16205739974975586},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.13823279738426208}],"concepts":[{"id":"https://openalex.org/C2780922921","wikidata":"https://www.wikidata.org/wiki/Q255189","display_name":"Paraphrase","level":2,"score":0.8299248218536377},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7638460993766785},{"id":"https://openalex.org/C184898388","wikidata":"https://www.wikidata.org/wiki/Q1435712","display_name":"Pairwise comparison","level":2,"score":0.7439553737640381},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.6766273975372314},{"id":"https://openalex.org/C89611455","wikidata":"https://www.wikidata.org/wiki/Q6804646","display_name":"Mechanism (biology)","level":2,"score":0.6091786623001099},{"id":"https://openalex.org/C90805587","wikidata":"https://www.wikidata.org/wiki/Q10944557","display_name":"Word (group theory)","level":2,"score":0.5596515536308289},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.5187864303588867},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5099519491195679},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.47960364818573},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.45689910650253296},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.16205739974975586},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.13823279738426208},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","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},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.0},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","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/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3209280.3229119","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3209280.3229119","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the ACM Symposium on Document Engineering 2018","raw_type":"proceedings-article"},{"id":"pmh:oai:thekeep.eiu.edu:math_fac-1064","is_oa":true,"landing_page_url":"https://works.bepress.com/abidalrahman-mohd/9/","pdf_url":null,"source":{"id":"https://openalex.org/S2738785026","display_name":"Journal of Collective Bargaining in the Academy","issn_l":"1941-8043","issn":["1941-8043"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":"https://openalex.org/P4310316535","host_organization_name":"National Center for the Study of Collective Bargaining in Higher Education and the Professions","host_organization_lineage":["https://openalex.org/P4310316535"],"host_organization_lineage_names":["National Center for the Study of Collective Bargaining in Higher Education and the Professions"],"type":"journal"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Faculty Research and Creative Activity","raw_type":"text"}],"best_oa_location":{"id":"pmh:oai:thekeep.eiu.edu:math_fac-1064","is_oa":true,"landing_page_url":"https://works.bepress.com/abidalrahman-mohd/9/","pdf_url":null,"source":{"id":"https://openalex.org/S2738785026","display_name":"Journal of Collective Bargaining in the Academy","issn_l":"1941-8043","issn":["1941-8043"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":"https://openalex.org/P4310316535","host_organization_name":"National Center for the Study of Collective Bargaining in Higher Education and the Professions","host_organization_lineage":["https://openalex.org/P4310316535"],"host_organization_lineage_names":["National Center for the Study of Collective Bargaining in Higher Education and the Professions"],"type":"journal"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Faculty Research and Creative Activity","raw_type":"text"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education","score":0.6000000238418579}],"awards":[{"id":"https://openalex.org/G6456424162","display_name":null,"funder_award_id":"RGPDD 451330, CRD 499941","funder_id":"https://openalex.org/F4320334593","funder_display_name":"Natural Sciences and Engineering Research Council of Canada"}],"funders":[{"id":"https://openalex.org/F4320334593","display_name":"Natural Sciences and Engineering Research Council of Canada","ror":"https://ror.org/01h531d29"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W1514535095","https://openalex.org/W1980776243","https://openalex.org/W2201092681","https://openalex.org/W2211192759","https://openalex.org/W2267186426","https://openalex.org/W2413794162","https://openalex.org/W2469060249","https://openalex.org/W2587019100","https://openalex.org/W2597655663","https://openalex.org/W2602596682","https://openalex.org/W2962851944","https://openalex.org/W2964121744","https://openalex.org/W2964308564","https://openalex.org/W3037352290"],"related_works":["https://openalex.org/W191017350","https://openalex.org/W4206666510","https://openalex.org/W2018298289","https://openalex.org/W2782520308","https://openalex.org/W3175194702","https://openalex.org/W2251069562","https://openalex.org/W3120390996","https://openalex.org/W2496310762","https://openalex.org/W2148689572","https://openalex.org/W4304192594"],"abstract_inverted_index":{"Attention":[0],"guides":[1],"computation":[2],"to":[3,19,35,39],"focus":[4],"on":[5,79],"important":[6],"parts":[7],"of":[8,67,93],"the":[9,50,85,91],"input":[10],"data.":[11],"For":[12],"pairwise":[13],"input,":[14],"existing":[15],"attention":[16,62,87],"approaches":[17],"tend":[18],"bias":[20],"towards":[21],"trivial":[22,94],"repetitions":[23,95],"(e.g.":[24],"punctuations":[25],"and":[26,32,70,82,96],"stop":[27],"words)":[28],"between":[29],"two":[30],"texts,":[31],"thus":[33],"failed":[34],"contribute":[36],"reasonable":[37],"guidance":[38],"model":[40],"predictions.":[41],"As":[42],"a":[43],"remedy,":[44],"we":[45,59],"suggest":[46],"taking":[47],"into":[48],"account":[49],"corpus-level":[51],"information":[52],"via":[53],"global-aware":[54],"attention.":[55],"In":[56],"this":[57],"paper,":[58],"propose":[60],"an":[61,76],"mechanism":[63,88],"that":[64,84],"makes":[65],"use":[66],"intratext,":[68],"inter-text":[69],"global":[71],"contextual":[72],"information.":[73],"We":[74],"undertake":[75],"ablation":[77],"study":[78],"paraphrase":[80],"identification,":[81],"demonstrate":[83],"proposed":[86],"can":[89],"obviate":[90],"downsides":[92],"provide":[97],"interpretable":[98],"word":[99],"weightings.":[100]},"counts_by_year":[{"year":2024,"cited_by_count":1}],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}