{"id":"https://openalex.org/W4386883675","doi":"https://doi.org/10.1109/iciis58898.2023.10253544","title":"BERT Layer Weighting Comparision with Short Text Classification","display_name":"BERT Layer Weighting Comparision with Short Text Classification","publication_year":2023,"publication_date":"2023-08-25","ids":{"openalex":"https://openalex.org/W4386883675","doi":"https://doi.org/10.1109/iciis58898.2023.10253544"},"language":"en","primary_location":{"id":"doi:10.1109/iciis58898.2023.10253544","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iciis58898.2023.10253544","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE 17th International Conference on Industrial and Information Systems (ICIIS)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5032043837","display_name":"JRKC Jayakody","orcid":null},"institutions":[{"id":"https://openalex.org/I175606534","display_name":"Wayamba University of Sri Lanka","ror":"https://ror.org/043yykt67","country_code":"LK","type":"education","lineage":["https://openalex.org/I175606534"]}],"countries":["LK"],"is_corresponding":false,"raw_author_name":"JRKC Jayakody","raw_affiliation_strings":["University of Wayamba,Department of Computing and Information System,Sri Lanka","Department of Computing and Information System, University of Wayamba, Sri Lanka"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Wayamba,Department of Computing and Information System,Sri Lanka","institution_ids":["https://openalex.org/I175606534"]},{"raw_affiliation_string":"Department of Computing and Information System, University of Wayamba, Sri Lanka","institution_ids":["https://openalex.org/I175606534"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026468134","display_name":"V.G. Tharinda Nishantha Vidanagama","orcid":null},"institutions":[{"id":"https://openalex.org/I175606534","display_name":"Wayamba University of Sri Lanka","ror":"https://ror.org/043yykt67","country_code":"LK","type":"education","lineage":["https://openalex.org/I175606534"]}],"countries":["LK"],"is_corresponding":false,"raw_author_name":"VGTN Vidanagama","raw_affiliation_strings":["University of Wayamba,Department of Computing and Information System,Sri Lanka","Department of Computing and Information System, University of Wayamba, Sri Lanka"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Wayamba,Department of Computing and Information System,Sri Lanka","institution_ids":["https://openalex.org/I175606534"]},{"raw_affiliation_string":"Department of Computing and Information System, University of Wayamba, Sri Lanka","institution_ids":["https://openalex.org/I175606534"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008036750","display_name":"Indika Perera","orcid":"https://orcid.org/0000-0001-5660-248X"},"institutions":[{"id":"https://openalex.org/I195740183","display_name":"University of Moratuwa","ror":"https://ror.org/0491f5305","country_code":"LK","type":"education","lineage":["https://openalex.org/I195740183"]}],"countries":["LK"],"is_corresponding":false,"raw_author_name":"Indika Perera","raw_affiliation_strings":["University of Moratuwa,Department of Computer Science and Engineering,Sri Lanka","Department of Computer Science and Engineering, University of Moratuwa, Sri Lanka"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Moratuwa,Department of Computer Science and Engineering,Sri Lanka","institution_ids":["https://openalex.org/I195740183"]},{"raw_affiliation_string":"Department of Computer Science and Engineering, University of Moratuwa, Sri Lanka","institution_ids":["https://openalex.org/I195740183"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5108829230","display_name":"H. M. L. K. Herath","orcid":null},"institutions":[{"id":"https://openalex.org/I175606534","display_name":"Wayamba University of Sri Lanka","ror":"https://ror.org/043yykt67","country_code":"LK","type":"education","lineage":["https://openalex.org/I175606534"]}],"countries":["LK"],"is_corresponding":false,"raw_author_name":"HMLK Herath","raw_affiliation_strings":["University of Wayamba,Department of Agribusiness Management,Sri Lanka","Department of Agribusiness Management, University of Wayamba, Sri Lanka"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Wayamba,Department of Agribusiness Management,Sri Lanka","institution_ids":["https://openalex.org/I175606534"]},{"raw_affiliation_string":"Department of Agribusiness Management, University of Wayamba, Sri Lanka","institution_ids":["https://openalex.org/I175606534"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.1632,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.56179472,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"163","last_page":"168"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.9998000264167786,"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":0.9998000264167786,"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":0.9991000294685364,"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/T10260","display_name":"Software Engineering Research","score":0.9925000071525574,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/concatenation","display_name":"Concatenation (mathematics)","score":0.878892719745636},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7479657530784607},{"id":"https://openalex.org/keywords/embedding","display_name":"Embedding","score":0.7118232846260071},{"id":"https://openalex.org/keywords/weighting","display_name":"Weighting","score":0.6708121299743652},{"id":"https://openalex.org/keywords/encoder","display_name":"Encoder","score":0.6431620717048645},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6009451150894165},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.5260477066040039},{"id":"https://openalex.org/keywords/feature-learning","display_name":"Feature learning","score":0.4456423819065094},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.42713674902915955},{"id":"https://openalex.org/keywords/layer","display_name":"Layer (electronics)","score":0.4116436243057251},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.38750922679901123},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.3310646116733551},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.11907139420509338},{"id":"https://openalex.org/keywords/arithmetic","display_name":"Arithmetic","score":0.07194784283638}],"concepts":[{"id":"https://openalex.org/C87619178","wikidata":"https://www.wikidata.org/wiki/Q126002","display_name":"Concatenation (mathematics)","level":2,"score":0.878892719745636},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7479657530784607},{"id":"https://openalex.org/C41608201","wikidata":"https://www.wikidata.org/wiki/Q980509","display_name":"Embedding","level":2,"score":0.7118232846260071},{"id":"https://openalex.org/C183115368","wikidata":"https://www.wikidata.org/wiki/Q856577","display_name":"Weighting","level":2,"score":0.6708121299743652},{"id":"https://openalex.org/C118505674","wikidata":"https://www.wikidata.org/wiki/Q42586063","display_name":"Encoder","level":2,"score":0.6431620717048645},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6009451150894165},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.5260477066040039},{"id":"https://openalex.org/C59404180","wikidata":"https://www.wikidata.org/wiki/Q17013334","display_name":"Feature learning","level":2,"score":0.4456423819065094},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.42713674902915955},{"id":"https://openalex.org/C2779227376","wikidata":"https://www.wikidata.org/wiki/Q6505497","display_name":"Layer (electronics)","level":2,"score":0.4116436243057251},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.38750922679901123},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.3310646116733551},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.11907139420509338},{"id":"https://openalex.org/C94375191","wikidata":"https://www.wikidata.org/wiki/Q11205","display_name":"Arithmetic","level":1,"score":0.07194784283638},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.0},{"id":"https://openalex.org/C178790620","wikidata":"https://www.wikidata.org/wiki/Q11351","display_name":"Organic chemistry","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iciis58898.2023.10253544","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iciis58898.2023.10253544","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 IEEE 17th International Conference on Industrial and Information Systems (ICIIS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.8299999833106995,"id":"https://metadata.un.org/sdg/4","display_name":"Quality Education"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W1533946607","https://openalex.org/W1960685374","https://openalex.org/W2250539671","https://openalex.org/W2888777359","https://openalex.org/W2896457183","https://openalex.org/W2913338690","https://openalex.org/W2946417913","https://openalex.org/W2955483668","https://openalex.org/W2962739339","https://openalex.org/W3023672669","https://openalex.org/W3046725798","https://openalex.org/W4294170691","https://openalex.org/W4385245566","https://openalex.org/W6629028937","https://openalex.org/W6632118081","https://openalex.org/W6682691769","https://openalex.org/W6739901393","https://openalex.org/W6755207826"],"related_works":["https://openalex.org/W2373577936","https://openalex.org/W3095575180","https://openalex.org/W2389596151","https://openalex.org/W4221148444","https://openalex.org/W4226054107","https://openalex.org/W4387678054","https://openalex.org/W4306784355","https://openalex.org/W4246226292","https://openalex.org/W2180954594","https://openalex.org/W2150768546"],"abstract_inverted_index":{"BERT":[0,89],"[Bidirectional":[1],"Encoder":[2],"Representations":[3],"from":[4],"Transformers]":[5],"was":[6,14,38,64,114,129,145],"the":[7,23,32,51,93,98,117,132,150,165],"first":[8],"type":[9,86],"of":[10,53,108,155],"neural":[11],"model":[12],"which":[13],"used":[15],"hugely":[16],"with":[17,22,31,41,68,73,88,111,143],"several":[18],"downstream":[19],"tasks":[20],"specially":[21],"generated":[24],"embedding":[25,90,95,119],"representation":[26,96,120],"for":[27,57,137],"text":[28,55,59,85,139],"classification.":[29,140],"But":[30],"existing":[33],"literature":[34],"different":[35,69],"layer":[36],"combination":[37],"not":[39,65],"tested":[40],"concatenation":[42,112,154],"as":[43,45,116,123,125,131],"well":[44,124],"mean":[46],"averaging":[47],"techniques":[48,113],"to":[49,91],"represent":[50],"features":[52],"a":[54],"record":[56],"short":[58,74,84,138],"classification":[60],"performances.":[61],"Moreover,":[62],"it":[63],"properly":[66],"evaluated":[67],"machine":[70,100,128,134],"learning":[71,101,135],"algorithms":[72],"text.":[75],"Therefore,":[76],"this":[77],"research":[78],"work":[79],"focused":[80],"on":[81,104],"using":[82],"seven":[83],"datasets":[87],"identify":[92],"best":[94,99,118,133],"and":[97,121,153],"algorithm.":[102],"Based":[103],"conducted":[105],"experiment,":[106],"usage":[107],"all":[109,156],"layers":[110,157],"identified":[115,130],"bagging":[122,144],"support":[126],"vector":[127],"algorithm":[136,152],"Performance":[141],"improvements":[142,163],"more":[146],"than":[147],"6\u20138%":[148],"over":[149,164],"other":[151,166],"gave":[158],"around":[159],"5\u20136":[160],"%":[161],"performance":[162],"techniques.":[167]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
