{"id":"https://openalex.org/W2953868689","doi":"https://doi.org/10.18653/v1/s19-2004","title":"Neural GRANNy at SemEval-2019 Task 2: A combined approach for better modeling of semantic relationships in semantic frame induction","display_name":"Neural GRANNy at SemEval-2019 Task 2: A combined approach for better modeling of semantic relationships in semantic frame induction","publication_year":2019,"publication_date":"2019-01-01","ids":{"openalex":"https://openalex.org/W2953868689","doi":"https://doi.org/10.18653/v1/s19-2004","mag":"2953868689"},"language":"en","primary_location":{"id":"doi:10.18653/v1/s19-2004","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/s19-2004","pdf_url":"https://www.aclweb.org/anthology/S19-2004.pdf","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 13th International Workshop on Semantic Evaluation","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.aclweb.org/anthology/S19-2004.pdf","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5047490968","display_name":"Nikolay Arefyev","orcid":null},"institutions":[{"id":"https://openalex.org/I19880235","display_name":"Lomonosov Moscow State University","ror":"https://ror.org/010pmpe69","country_code":"RU","type":"education","lineage":["https://openalex.org/I19880235"]},{"id":"https://openalex.org/I4210141363","display_name":"Samsung (Russia)","ror":"https://ror.org/051an6p98","country_code":"RU","type":"company","lineage":["https://openalex.org/I4210141363"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Nikolay Arefyev","raw_affiliation_strings":["Lomonosov Moscow State University , Moscow , Russia","Samsung R&D Institute Russia , Moscow , Russia","Lomonosov Moscow State University, Moscow, Russia","Samsung R&D Institute Russia, Moscow, Russia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Lomonosov Moscow State University , Moscow , Russia","institution_ids":["https://openalex.org/I19880235"]},{"raw_affiliation_string":"Samsung R&D Institute Russia , Moscow , Russia","institution_ids":["https://openalex.org/I4210141363"]},{"raw_affiliation_string":"Lomonosov Moscow State University, Moscow, Russia","institution_ids":["https://openalex.org/I19880235"]},{"raw_affiliation_string":"Samsung R&D Institute Russia, Moscow, Russia","institution_ids":["https://openalex.org/I4210141363"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070343194","display_name":"Boris Sheludko","orcid":"https://orcid.org/0000-0003-4652-4531"},"institutions":[{"id":"https://openalex.org/I19880235","display_name":"Lomonosov Moscow State University","ror":"https://ror.org/010pmpe69","country_code":"RU","type":"education","lineage":["https://openalex.org/I19880235"]},{"id":"https://openalex.org/I4210141363","display_name":"Samsung (Russia)","ror":"https://ror.org/051an6p98","country_code":"RU","type":"company","lineage":["https://openalex.org/I4210141363"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Boris Sheludko","raw_affiliation_strings":["Lomonosov Moscow State University , Moscow , Russia","Samsung R&D Institute Russia , Moscow , Russia","Lomonosov Moscow State University, Moscow, Russia","Samsung R&D Institute Russia, Moscow, Russia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Lomonosov Moscow State University , Moscow , Russia","institution_ids":["https://openalex.org/I19880235"]},{"raw_affiliation_string":"Samsung R&D Institute Russia , Moscow , Russia","institution_ids":["https://openalex.org/I4210141363"]},{"raw_affiliation_string":"Lomonosov Moscow State University, Moscow, Russia","institution_ids":["https://openalex.org/I19880235"]},{"raw_affiliation_string":"Samsung R&D Institute Russia, Moscow, Russia","institution_ids":["https://openalex.org/I4210141363"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020540261","display_name":"Adis Davletov","orcid":null},"institutions":[{"id":"https://openalex.org/I19880235","display_name":"Lomonosov Moscow State University","ror":"https://ror.org/010pmpe69","country_code":"RU","type":"education","lineage":["https://openalex.org/I19880235"]},{"id":"https://openalex.org/I4210141363","display_name":"Samsung (Russia)","ror":"https://ror.org/051an6p98","country_code":"RU","type":"company","lineage":["https://openalex.org/I4210141363"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Adis Davletov","raw_affiliation_strings":["Lomonosov Moscow State University , Moscow , Russia","Samsung R&D Institute Russia , Moscow , Russia","Lomonosov Moscow State University, Moscow, Russia","Samsung R&D Institute Russia, Moscow, Russia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Lomonosov Moscow State University , Moscow , Russia","institution_ids":["https://openalex.org/I19880235"]},{"raw_affiliation_string":"Samsung R&D Institute Russia , Moscow , Russia","institution_ids":["https://openalex.org/I4210141363"]},{"raw_affiliation_string":"Lomonosov Moscow State University, Moscow, Russia","institution_ids":["https://openalex.org/I19880235"]},{"raw_affiliation_string":"Samsung R&D Institute Russia, Moscow, Russia","institution_ids":["https://openalex.org/I4210141363"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014071290","display_name":"Dmitry Kharchev","orcid":null},"institutions":[{"id":"https://openalex.org/I19880235","display_name":"Lomonosov Moscow State University","ror":"https://ror.org/010pmpe69","country_code":"RU","type":"education","lineage":["https://openalex.org/I19880235"]},{"id":"https://openalex.org/I4210141363","display_name":"Samsung (Russia)","ror":"https://ror.org/051an6p98","country_code":"RU","type":"company","lineage":["https://openalex.org/I4210141363"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Dmitry Kharchev","raw_affiliation_strings":["Lomonosov Moscow State University , Moscow , Russia","Samsung R&D Institute Russia , Moscow , Russia","Lomonosov Moscow State University, Moscow, Russia","Samsung R&D Institute Russia, Moscow, Russia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Lomonosov Moscow State University , Moscow , Russia","institution_ids":["https://openalex.org/I19880235"]},{"raw_affiliation_string":"Samsung R&D Institute Russia , Moscow , Russia","institution_ids":["https://openalex.org/I4210141363"]},{"raw_affiliation_string":"Lomonosov Moscow State University, Moscow, Russia","institution_ids":["https://openalex.org/I19880235"]},{"raw_affiliation_string":"Samsung R&D Institute Russia, Moscow, Russia","institution_ids":["https://openalex.org/I4210141363"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021621774","display_name":"Alex Nevidomsky","orcid":null},"institutions":[{"id":"https://openalex.org/I4210141363","display_name":"Samsung (Russia)","ror":"https://ror.org/051an6p98","country_code":"RU","type":"company","lineage":["https://openalex.org/I4210141363"]}],"countries":["RU"],"is_corresponding":false,"raw_author_name":"Alex Nevidomsky","raw_affiliation_strings":["Samsung R&D Institute Russia , Moscow , Russia","Samsung R&D Institute Russia, Moscow, Russia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Samsung R&D Institute Russia , Moscow , Russia","institution_ids":["https://openalex.org/I4210141363"]},{"raw_affiliation_string":"Samsung R&D Institute Russia, Moscow, Russia","institution_ids":["https://openalex.org/I4210141363"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5026157285","display_name":"Alexander Panchenko","orcid":"https://orcid.org/0000-0001-6097-6118"},"institutions":[{"id":"https://openalex.org/I125989756","display_name":"Skolkovo Institute of Science and Technology","ror":"https://ror.org/03f9nc143","country_code":"RU","type":"education","lineage":["https://openalex.org/I125989756"]},{"id":"https://openalex.org/I159176309","display_name":"Universit\u00e4t Hamburg","ror":"https://ror.org/00g30e956","country_code":"DE","type":"education","lineage":["https://openalex.org/I159176309"]},{"id":"https://openalex.org/I884043246","display_name":"Hamburg University of Technology","ror":"https://ror.org/04bs1pb34","country_code":"DE","type":"education","lineage":["https://openalex.org/I884043246"]}],"countries":["DE","RU"],"is_corresponding":false,"raw_author_name":"Alexander Panchenko","raw_affiliation_strings":["Language Technology Group , University of Hamburg , Hamburg , Germany","Skolkovo Institute of Science and Technology , Moscow , Russia","Language Technology Group, University of Hamburg, Hamburg, Germany","Skolkovo Institute of Science and Technology, Moscow, Russia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Language Technology Group , University of Hamburg , Hamburg , Germany","institution_ids":["https://openalex.org/I159176309","https://openalex.org/I884043246"]},{"raw_affiliation_string":"Skolkovo Institute of Science and Technology , Moscow , Russia","institution_ids":["https://openalex.org/I125989756"]},{"raw_affiliation_string":"Language Technology Group, University of Hamburg, Hamburg, Germany","institution_ids":["https://openalex.org/I159176309"]},{"raw_affiliation_string":"Skolkovo Institute of Science and Technology, Moscow, Russia","institution_ids":["https://openalex.org/I125989756"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.2055,"has_fulltext":true,"cited_by_count":18,"citation_normalized_percentile":{"value":0.84701226,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"31","last_page":"38"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10181","display_name":"Natural Language Processing Techniques","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/T10181","display_name":"Natural Language Processing Techniques","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/T10028","display_name":"Topic Modeling","score":0.9998999834060669,"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":0.9922000169754028,"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/semeval","display_name":"SemEval","score":0.8946660757064819},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8261273503303528},{"id":"https://openalex.org/keywords/frame","display_name":"Frame (networking)","score":0.8051440119743347},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.7240579128265381},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6931502819061279},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.6719948053359985},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.6469889879226685},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.607614278793335},{"id":"https://openalex.org/keywords/word","display_name":"Word (group theory)","score":0.5979390144348145},{"id":"https://openalex.org/keywords/semantic-role-labeling","display_name":"Semantic role labeling","score":0.4905235171318054},{"id":"https://openalex.org/keywords/hierarchical-clustering","display_name":"Hierarchical clustering","score":0.4439798891544342},{"id":"https://openalex.org/keywords/linguistics","display_name":"Linguistics","score":0.14433884620666504}],"concepts":[{"id":"https://openalex.org/C44572571","wikidata":"https://www.wikidata.org/wiki/Q7448970","display_name":"SemEval","level":3,"score":0.8946660757064819},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8261273503303528},{"id":"https://openalex.org/C126042441","wikidata":"https://www.wikidata.org/wiki/Q1324888","display_name":"Frame (networking)","level":2,"score":0.8051440119743347},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.7240579128265381},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6931502819061279},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.6719948053359985},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.6469889879226685},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.607614278793335},{"id":"https://openalex.org/C90805587","wikidata":"https://www.wikidata.org/wiki/Q10944557","display_name":"Word (group theory)","level":2,"score":0.5979390144348145},{"id":"https://openalex.org/C67277372","wikidata":"https://www.wikidata.org/wiki/Q7449085","display_name":"Semantic role labeling","level":3,"score":0.4905235171318054},{"id":"https://openalex.org/C92835128","wikidata":"https://www.wikidata.org/wiki/Q1277447","display_name":"Hierarchical clustering","level":3,"score":0.4439798891544342},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.14433884620666504},{"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/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C2777530160","wikidata":"https://www.wikidata.org/wiki/Q41796","display_name":"Sentence","level":2,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.18653/v1/s19-2004","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/s19-2004","pdf_url":"https://www.aclweb.org/anthology/S19-2004.pdf","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 13th International Workshop on Semantic Evaluation","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.18653/v1/s19-2004","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/s19-2004","pdf_url":"https://www.aclweb.org/anthology/S19-2004.pdf","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 13th International Workshop on Semantic Evaluation","raw_type":"proceedings-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education","score":0.5400000214576721}],"awards":[{"id":"https://openalex.org/G5772793584","display_name":null,"funder_award_id":"HA 5851/2-1","funder_id":"https://openalex.org/F4320320879","funder_display_name":"Deutsche Forschungsgemeinschaft"}],"funders":[{"id":"https://openalex.org/F4320320879","display_name":"Deutsche Forschungsgemeinschaft","ror":"https://ror.org/018mejw64"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2953868689.pdf","grobid_xml":"https://content.openalex.org/works/W2953868689.grobid-xml"},"referenced_works_count":18,"referenced_works":["https://openalex.org/W1241017059","https://openalex.org/W2068737686","https://openalex.org/W2079641356","https://openalex.org/W2101234009","https://openalex.org/W2117513520","https://openalex.org/W2117805747","https://openalex.org/W2250962194","https://openalex.org/W2792924782","https://openalex.org/W2803796482","https://openalex.org/W2888282873","https://openalex.org/W2896457183","https://openalex.org/W2940642449","https://openalex.org/W2945648439","https://openalex.org/W2962739339","https://openalex.org/W2963341956","https://openalex.org/W2963403868","https://openalex.org/W3042821973","https://openalex.org/W4385245566"],"related_works":["https://openalex.org/W3029012650","https://openalex.org/W1988325893","https://openalex.org/W2776212826","https://openalex.org/W3214323197","https://openalex.org/W2805679416","https://openalex.org/W4385571001","https://openalex.org/W2805889480","https://openalex.org/W2805207564","https://openalex.org/W2188275805","https://openalex.org/W2461091840"],"abstract_inverted_index":{"We":[0],"describe":[1],"our":[2],"solutions":[3],"for":[4,25,76,110,119],"semantic":[5,44],"frame":[6,27,45,120],"and":[7,22,70],"role":[8],"induction":[9,28,46],"subtasks":[10],"of":[11,37,57,65,130],"SemEval":[12],"2019":[13],"Task":[14],"2.":[15],"Our":[16],"approaches":[17],"got":[18],"the":[19,23,26,32,43,77,81,88,96,103,128],"highest":[20],"scores,":[21],"solution":[24],"problem":[29],"officially":[30],"took":[31],"first":[33,83],"place.The":[34],"main":[35],"contributions":[36],"this":[38],"paper":[39],"are":[40,112],"related":[41],"to":[42,98,116,126],"problem.We":[47],"propose":[48,123],"a":[49,66],"combined":[50],"approach":[51,125],"that":[52,114],"employs":[53],"two":[54],"different":[55],"types":[56],"vector":[58],"representations:":[59],"dense":[60],"representations":[61,72],"from":[62],"hidden":[63],"layers":[64],"masked":[67],"language":[68],"model,":[69],"sparse":[71],"based":[73],"on":[74],"substitutes":[75],"target":[78],"word":[79],"in":[80,105,132],"context.The":[82],"one":[84,90],"better":[85,92],"groups":[86],"synonyms,":[87],"second":[89],"is":[91],"at":[93],"disambiguating":[94],"homonyms.Extending":[95],"context":[97],"include":[99],"nearby":[100],"sentences":[101],"improves":[102],"results":[104],"both":[106],"cases.New":[107],"Hearst-like":[108],"patterns":[109],"verbs":[111],"introduced":[113],"prove":[115],"be":[117],"effective":[118],"induction.Finally,":[121],"we":[122],"an":[124],"selecting":[127],"number":[129],"clusters":[131],"agglomerative":[133],"clustering.":[134]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":6},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":4},{"year":2019,"cited_by_count":2}],"updated_date":"2026-09-07T09:17:50.787605","created_date":"2025-10-10T00:00:00"}