{"id":"https://openalex.org/W4406457848","doi":"https://doi.org/10.1109/bigdata62323.2024.10825619","title":"From Graph Paths to Natural Language: Enhancing LLM Reasoning for Multi-choice Question-Answering Tasks","display_name":"From Graph Paths to Natural Language: Enhancing LLM Reasoning for Multi-choice Question-Answering Tasks","publication_year":2024,"publication_date":"2024-12-15","ids":{"openalex":"https://openalex.org/W4406457848","doi":"https://doi.org/10.1109/bigdata62323.2024.10825619"},"language":"en","primary_location":{"id":"doi:10.1109/bigdata62323.2024.10825619","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigdata62323.2024.10825619","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Big Data (BigData)","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/A5100776513","display_name":"Hongzhi Zhang","orcid":"https://orcid.org/0000-0001-8025-346X"},"institutions":[{"id":"https://openalex.org/I67031392","display_name":"Carleton University","ror":"https://ror.org/02qtvee93","country_code":"CA","type":"education","lineage":["https://openalex.org/I67031392"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Hongzhi Zhang","raw_affiliation_strings":["Carleton University,School of Information Technology,Ottawa,ON,Canada"],"affiliations":[{"raw_affiliation_string":"Carleton University,School of Information Technology,Ottawa,ON,Canada","institution_ids":["https://openalex.org/I67031392"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5087753797","display_name":"M. Omair Shafiq","orcid":"https://orcid.org/0000-0002-1859-8296"},"institutions":[{"id":"https://openalex.org/I67031392","display_name":"Carleton University","ror":"https://ror.org/02qtvee93","country_code":"CA","type":"education","lineage":["https://openalex.org/I67031392"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"M. Omair Shafiq","raw_affiliation_strings":["Carleton University,School of Information Technology,Ottawa,ON,Canada"],"affiliations":[{"raw_affiliation_string":"Carleton University,School of Information Technology,Ottawa,ON,Canada","institution_ids":["https://openalex.org/I67031392"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5100776513"],"corresponding_institution_ids":["https://openalex.org/I67031392"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.2303234,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"8882","last_page":"8884"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"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"}},"topics":[{"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/T10181","display_name":"Natural Language Processing Techniques","score":0.9997000098228455,"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/T10215","display_name":"Semantic Web and Ontologies","score":0.9980999827384949,"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/question-answering","display_name":"Question answering","score":0.7708569765090942},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7571287751197815},{"id":"https://openalex.org/keywords/natural-language","display_name":"Natural language","score":0.5477790236473083},{"id":"https://openalex.org/keywords/graph","display_name":"Graph","score":0.4909206032752991},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.43819770216941833},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.414575457572937},{"id":"https://openalex.org/keywords/theoretical-computer-science","display_name":"Theoretical computer science","score":0.3089290261268616}],"concepts":[{"id":"https://openalex.org/C44291984","wikidata":"https://www.wikidata.org/wiki/Q1074173","display_name":"Question answering","level":2,"score":0.7708569765090942},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7571287751197815},{"id":"https://openalex.org/C195324797","wikidata":"https://www.wikidata.org/wiki/Q33742","display_name":"Natural language","level":2,"score":0.5477790236473083},{"id":"https://openalex.org/C132525143","wikidata":"https://www.wikidata.org/wiki/Q141488","display_name":"Graph","level":2,"score":0.4909206032752991},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.43819770216941833},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.414575457572937},{"id":"https://openalex.org/C80444323","wikidata":"https://www.wikidata.org/wiki/Q2878974","display_name":"Theoretical computer science","level":1,"score":0.3089290261268616}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bigdata62323.2024.10825619","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigdata62323.2024.10825619","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE International Conference on Big Data (BigData)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5299999713897705,"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":21,"referenced_works":["https://openalex.org/W12154863","https://openalex.org/W2561529111","https://openalex.org/W2750779823","https://openalex.org/W2890894339","https://openalex.org/W2983995706","https://openalex.org/W3027879771","https://openalex.org/W3097986428","https://openalex.org/W3172335055","https://openalex.org/W4205807230","https://openalex.org/W4221143046","https://openalex.org/W4387428001","https://openalex.org/W4392538467","https://openalex.org/W4401306979","https://openalex.org/W6637805884","https://openalex.org/W6755829550","https://openalex.org/W6777615688","https://openalex.org/W6778883912","https://openalex.org/W6809646742","https://openalex.org/W6810671341","https://openalex.org/W6854743099","https://openalex.org/W6862396702"],"related_works":["https://openalex.org/W3157284875","https://openalex.org/W2147241511","https://openalex.org/W2259406085","https://openalex.org/W2099715052","https://openalex.org/W4226247999","https://openalex.org/W3090872036","https://openalex.org/W3209772662","https://openalex.org/W4200629926","https://openalex.org/W4220955952","https://openalex.org/W4287868219"],"abstract_inverted_index":{"Language":[0],"models":[1,28],"have":[2],"achieved":[3],"good":[4],"results":[5],"in":[6],"many":[7],"tasks.":[8,31,101],"However,":[9],"there":[10],"are":[11],"still":[12],"some":[13,50],"challenges":[14],"with":[15],"reasoning":[16,70],"due":[17],"to":[18,23,48,67,90],"insufficient":[19],"knowledge,":[20],"which":[21],"leads":[22],"poor":[24],"performance":[25],"of":[26,72],"the":[27,38,56,69,73,78],"on":[29,37,81,98],"specific":[30],"We":[32],"proposed":[33],"a":[34,44,82],"framework":[35,79],"based":[36,80],"existing":[39],"solution":[40],"(i.e.,":[41],"GreaseLM),":[42],"using":[43],"large":[45,74,83],"language":[46,62,75,84],"model":[47,85],"replace":[49],"complex":[51],"modules.":[52],"Our":[53],"approach":[54],"converts":[55],"knowledge":[57],"graph":[58],"paths":[59],"into":[60],"natural":[61],"sentences,":[63],"providing":[64],"contextual":[65],"support":[66],"enhance":[68],"capability":[71],"models.":[76],"Using":[77],"is":[86],"simpler":[87],"and":[88,92],"easier":[89],"manage,":[91],"it":[93],"also":[94],"achieves":[95],"better":[96],"accuracy":[97],"multi-choice":[99],"question-answering":[100]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
