{"id":"https://openalex.org/W4313892564","doi":"https://doi.org/10.1109/icsai57119.2022.10005492","title":"Multi-hop Knowledge Base Q&A in Integrated Energy Services Based on Intermediate Reasoning Attention","display_name":"Multi-hop Knowledge Base Q&A in Integrated Energy Services Based on Intermediate Reasoning Attention","publication_year":2022,"publication_date":"2022-12-10","ids":{"openalex":"https://openalex.org/W4313892564","doi":"https://doi.org/10.1109/icsai57119.2022.10005492"},"language":"en","primary_location":{"id":"doi:10.1109/icsai57119.2022.10005492","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/icsai57119.2022.10005492","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 8th International Conference on Systems and Informatics (ICSAI)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5100710814","display_name":"Wenbin Zhang","orcid":"https://orcid.org/0000-0003-3024-5415"},"institutions":[{"id":"https://openalex.org/I17442442","display_name":"State Grid Corporation of China (China)","ror":"https://ror.org/05twwhs70","country_code":"CN","type":"company","lineage":["https://openalex.org/I17442442"]},{"id":"https://openalex.org/I4210094970","display_name":"Energy Research Institute","ror":"https://ror.org/00ndnb620","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210094970","https://openalex.org/I4210142748"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenbin Zhang","raw_affiliation_strings":["State Grid Green Energy Company Ltd.,Beijing,China","State Grid Green Energy Company Ltd., Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Grid Green Energy Company Ltd.,Beijing,China","institution_ids":["https://openalex.org/I17442442","https://openalex.org/I4210094970"]},{"raw_affiliation_string":"State Grid Green Energy Company Ltd., Beijing, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084618193","display_name":"Jiaju She","orcid":null},"institutions":[{"id":"https://openalex.org/I17442442","display_name":"State Grid Corporation of China (China)","ror":"https://ror.org/05twwhs70","country_code":"CN","type":"company","lineage":["https://openalex.org/I17442442"]},{"id":"https://openalex.org/I4210094970","display_name":"Energy Research Institute","ror":"https://ror.org/00ndnb620","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210094970","https://openalex.org/I4210142748"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiaju She","raw_affiliation_strings":["State Grid Green Energy Company Ltd.,Beijing,China","State Grid Green Energy Company Ltd., Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Grid Green Energy Company Ltd.,Beijing,China","institution_ids":["https://openalex.org/I17442442","https://openalex.org/I4210094970"]},{"raw_affiliation_string":"State Grid Green Energy Company Ltd., Beijing, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060385866","display_name":"Yingqiu Wang","orcid":null},"institutions":[{"id":"https://openalex.org/I17442442","display_name":"State Grid Corporation of China (China)","ror":"https://ror.org/05twwhs70","country_code":"CN","type":"company","lineage":["https://openalex.org/I17442442"]},{"id":"https://openalex.org/I4210094970","display_name":"Energy Research Institute","ror":"https://ror.org/00ndnb620","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210094970","https://openalex.org/I4210142748"]},{"id":"https://openalex.org/I4210097143","display_name":"Tianjin Research Institute of Electric Science (China)","ror":"https://ror.org/010ryc044","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210097143"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yingqiu Wang","raw_affiliation_strings":["State Grid Green Energy Company Ltd.,Beijing,China","State Grid Tianjin Electric Power Company,Tianjin,China","State Grid Tianjin Electric Power Company, Tianjin, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Grid Green Energy Company Ltd.,Beijing,China","institution_ids":["https://openalex.org/I17442442","https://openalex.org/I4210094970"]},{"raw_affiliation_string":"State Grid Tianjin Electric Power Company,Tianjin,China","institution_ids":[]},{"raw_affiliation_string":"State Grid Tianjin Electric Power Company, Tianjin, China","institution_ids":["https://openalex.org/I4210097143"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066080136","display_name":"Meng Zhao","orcid":"https://orcid.org/0000-0003-4465-1553"},"institutions":[{"id":"https://openalex.org/I4210097143","display_name":"Tianjin Research Institute of Electric Science (China)","ror":"https://ror.org/010ryc044","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210097143"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Meng Zhao","raw_affiliation_strings":["State Grid Tianjin Electric Power Company,Tianjin,China","State Grid Tianjin Electric Power Company, Tianjin, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Grid Tianjin Electric Power Company,Tianjin,China","institution_ids":[]},{"raw_affiliation_string":"State Grid Tianjin Electric Power Company, Tianjin, China","institution_ids":["https://openalex.org/I4210097143"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100364982","display_name":"Yi Wang","orcid":"https://orcid.org/0000-0002-8448-8570"},"institutions":[{"id":"https://openalex.org/I17442442","display_name":"State Grid Corporation of China (China)","ror":"https://ror.org/05twwhs70","country_code":"CN","type":"company","lineage":["https://openalex.org/I17442442"]},{"id":"https://openalex.org/I4210094970","display_name":"Energy Research Institute","ror":"https://ror.org/00ndnb620","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210094970","https://openalex.org/I4210142748"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yi Wang","raw_affiliation_strings":["State Grid Green Energy Company Ltd.,Beijing,China","State Grid Tianjin Electric Power Company,Tianjin,China","State Grid Green Energy Company Ltd., Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Grid Green Energy Company Ltd.,Beijing,China","institution_ids":["https://openalex.org/I17442442","https://openalex.org/I4210094970"]},{"raw_affiliation_string":"State Grid Tianjin Electric Power Company,Tianjin,China","institution_ids":[]},{"raw_affiliation_string":"State Grid Green Energy Company Ltd., Beijing, China","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100362919","display_name":"Chao Liu","orcid":"https://orcid.org/0000-0002-3879-1026"},"institutions":[{"id":"https://openalex.org/I17442442","display_name":"State Grid Corporation of China (China)","ror":"https://ror.org/05twwhs70","country_code":"CN","type":"company","lineage":["https://openalex.org/I17442442"]},{"id":"https://openalex.org/I4210094970","display_name":"Energy Research Institute","ror":"https://ror.org/00ndnb620","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210094970","https://openalex.org/I4210142748"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chao Liu","raw_affiliation_strings":["State Grid Green Energy Company Ltd.,Beijing,China","State Grid Green Energy Company Ltd., Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Grid Green Energy Company Ltd.,Beijing,China","institution_ids":["https://openalex.org/I17442442","https://openalex.org/I4210094970"]},{"raw_affiliation_string":"State Grid Green Energy Company Ltd., Beijing, China","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"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":"58","issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.9950000047683716,"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":0.9950000047683716,"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/T11273","display_name":"Advanced Graph Neural Networks","score":0.9843999743461609,"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/T11550","display_name":"Text and Document Classification Technologies","score":0.9814000129699707,"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/computer-science","display_name":"Computer science","score":0.6155998110771179},{"id":"https://openalex.org/keywords/knowledge-base","display_name":"Knowledge base","score":0.5795321464538574},{"id":"https://openalex.org/keywords/hop","display_name":"Hop (telecommunications)","score":0.46794643998146057},{"id":"https://openalex.org/keywords/base","display_name":"Base (topology)","score":0.4511052370071411},{"id":"https://openalex.org/keywords/base-station","display_name":"Base station","score":0.4100635349750519},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.2615889310836792},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.18055608868598938},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.07444635033607483}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6155998110771179},{"id":"https://openalex.org/C4554734","wikidata":"https://www.wikidata.org/wiki/Q593744","display_name":"Knowledge base","level":2,"score":0.5795321464538574},{"id":"https://openalex.org/C25906391","wikidata":"https://www.wikidata.org/wiki/Q1432381","display_name":"Hop (telecommunications)","level":2,"score":0.46794643998146057},{"id":"https://openalex.org/C42058472","wikidata":"https://www.wikidata.org/wiki/Q810214","display_name":"Base (topology)","level":2,"score":0.4511052370071411},{"id":"https://openalex.org/C68649174","wikidata":"https://www.wikidata.org/wiki/Q1379116","display_name":"Base station","level":2,"score":0.4100635349750519},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2615889310836792},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.18055608868598938},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.07444635033607483},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icsai57119.2022.10005492","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/icsai57119.2022.10005492","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 8th International Conference on Systems and Informatics (ICSAI)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7","score":0.8899999856948853}],"awards":[],"funders":[{"id":"https://openalex.org/F4320326707","display_name":"State Grid Corporation of China","ror":"https://ror.org/05twwhs70"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W2251079237","https://openalex.org/W2251287417","https://openalex.org/W2471900581","https://openalex.org/W2546950329","https://openalex.org/W2591368218","https://openalex.org/W2890961898","https://openalex.org/W2891420675","https://openalex.org/W2929198159","https://openalex.org/W2949694638","https://openalex.org/W2965373594","https://openalex.org/W2971155257","https://openalex.org/W2980737818","https://openalex.org/W2996919866","https://openalex.org/W3034862985","https://openalex.org/W3035272542","https://openalex.org/W3116847845","https://openalex.org/W3199258975","https://openalex.org/W6760842335","https://openalex.org/W6766673545"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2117210722","https://openalex.org/W2589759689","https://openalex.org/W1978191894","https://openalex.org/W2390279801","https://openalex.org/W2018045843","https://openalex.org/W2385713529","https://openalex.org/W2599749361"],"abstract_inverted_index":{"Knowledge":[0],"base":[1,131],"with":[2],"multiple":[3,25],"hops":[4],"quizzing":[5,132,141],"aims":[6],"to":[7,45,89,93,105,107,127,161],"discover":[8],"the":[9,19,33,49,57,60,64,72,82,91,95,136,149,156,162,167,183,187,191,200,203,209,213,233],"subject":[10],"entity":[11,23],"in":[12,111,153,212,221,240],"a":[13,16,41,53,179],"question":[14,145],"at":[15],"distance":[17],"from":[18],"knowledge":[20,130],"base\u2019s":[21],"answer":[22],"for":[24,32,56,63,199],"hops.":[26],"The":[27,229],"lack":[28],"of":[29,36,75,81,98,139,186,202],"supervised":[30,113],"signals":[31],"intermediate":[34,65,123,188,204],"phases":[35],"multi-hop":[37,129,140],"inference,":[38],"which":[39,101,218],"leaves":[40],"model":[42,92,157],"only":[43],"able":[44],"get":[46],"input":[47],"on":[48],"final":[50],"output,":[51],"is":[52,78,146,219],"significant":[54],"difficulty":[55],"study,":[58],"where":[59,142],"inference":[61,76,96,124,163,170,176,184,192,206],"instructions":[62,97],"steps":[66],"cannot":[67],"be":[68],"effectively":[69],"optimized":[70],"and":[71,190,194],"forward":[73],"propagation":[74],"states":[77],"weakened.":[79],"Most":[80],"existing":[83],"research":[84],"approaches":[85],"use":[86],"global":[87],"attention":[88,125,160],"motivate":[90],"learn":[94],"each":[99,143,174],"hop,":[100],"has":[102],"been":[103],"shown":[104],"fail":[106],"achieve":[108],"effective":[109,196],"performance":[110,239],"weakly":[112],"tasks.":[114,133],"To":[115],"address":[116],"this":[117,119,154,222,241],"challenge,":[118],"paper":[120],"proposes":[121],"an":[122],"mechanism":[126],"handle":[128],"Inspired":[134],"by":[135,148,166],"human":[137],"execution":[138],"hop":[144,151,169,175],"influenced":[147],"previous":[150,168],"answer,":[152],"approach,":[155],"pays":[158],"more":[159],"state":[164,185],"generated":[165],"instruction":[171],"when":[172],"generating":[173],"instruction,":[177,193],"prompting":[178],"close":[180],"interaction":[181],"between":[182],"step":[189,205],"providing":[195],"attentional":[197],"feedback":[198],"optimization":[201],"instruction.":[207],"On":[208],"KBQA":[210],"dataset":[211],"integrated":[214],"energy":[215],"service":[216],"domain,":[217],"self-constructed":[220],"research,":[223],"we":[224,235],"conduct":[225],"comprehensive":[226],"comparison":[227],"experiments.":[228],"findings":[230],"suggest":[231],"that":[232],"technique":[234],"provided":[236],"achieves":[237],"optimum":[238],"study.":[242]},"counts_by_year":[],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}