{"id":"https://openalex.org/W4403582531","doi":"https://doi.org/10.1145/3627673.3679660","title":"Enhancing the Completeness of Rationales for Multi-Step Question Answering","display_name":"Enhancing the Completeness of Rationales for Multi-Step Question Answering","publication_year":2024,"publication_date":"2024-10-20","ids":{"openalex":"https://openalex.org/W4403582531","doi":"https://doi.org/10.1145/3627673.3679660"},"language":"en","primary_location":{"id":"doi:10.1145/3627673.3679660","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3627673.3679660","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 33rd ACM International Conference on Information and Knowledge Management","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/A5089544466","display_name":"Shangzi Xue","orcid":"https://orcid.org/0009-0004-6426-9647"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Shangzi Xue","raw_affiliation_strings":["State Key Laboratory of Cognitive Intelligence, University of Science and Technology of China, Hefei, China"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Cognitive Intelligence, University of Science and Technology of China, Hefei, China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085496384","display_name":"Zhenya Huang","orcid":"https://orcid.org/0000-0003-1661-0420"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhenya Huang","raw_affiliation_strings":["State Key Laboratory of Cognitive Intelligence, University of Science and Technology of China, Hefei, China"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Cognitive Intelligence, University of Science and Technology of China, Hefei, China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100398281","display_name":"Xin Lin","orcid":"https://orcid.org/0000-0001-6913-4654"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xin Lin","raw_affiliation_strings":["State Key Laboratory of Cognitive Intelligence, University of Science and Technology of China, Hefei, China"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Cognitive Intelligence, University of Science and Technology of China, Hefei, China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030410270","display_name":"Jiayu Liu","orcid":"https://orcid.org/0000-0001-8639-3308"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiayu Liu","raw_affiliation_strings":["State Key Laboratory of Cognitive Intelligence, University of Science and Technology of China, Hefei, China"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Cognitive Intelligence, University of Science and Technology of China, Hefei, China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068144591","display_name":"Longhu Qin","orcid":"https://orcid.org/0009-0009-6860-9879"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Longhu Qin","raw_affiliation_strings":["State Key Laboratory of Cognitive Intelligence, University of Science and Technology of China, Hefei, China"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Cognitive Intelligence, University of Science and Technology of China, Hefei, China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053676041","display_name":"Tianhuang Su","orcid":"https://orcid.org/0009-0001-1195-3195"},"institutions":[{"id":"https://openalex.org/I180662265","display_name":"China Mobile (China)","ror":"https://ror.org/05gftfe97","country_code":"CN","type":"company","lineage":["https://openalex.org/I180662265"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tianhuang Su","raw_affiliation_strings":["Guangdong OPPO Mobile Telecommunications Corp., Ltd, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"Guangdong OPPO Mobile Telecommunications Corp., Ltd, Shenzhen, China","institution_ids":["https://openalex.org/I180662265"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100695301","display_name":"Haifeng Liu","orcid":"https://orcid.org/0009-0000-2922-3898"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haifeng Liu","raw_affiliation_strings":["University of Science and Technology of China, Hefei, China"],"affiliations":[{"raw_affiliation_string":"University of Science and Technology of China, Hefei, China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100453156","display_name":"Qi Liu","orcid":"https://orcid.org/0000-0001-6956-5550"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qi Liu","raw_affiliation_strings":["State Key Laboratory of Cognitive Intelligence, University of Science and Technology of China, Hefei, China"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Cognitive Intelligence, University of Science and Technology of China, Hefei, China","institution_ids":["https://openalex.org/I126520041"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5089544466"],"corresponding_institution_ids":["https://openalex.org/I126520041"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.16321285,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"2753","last_page":"2763"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","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"}},"topics":[{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","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/T11714","display_name":"Multimodal Machine Learning Applications","score":0.9965000152587891,"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"}},{"id":"https://openalex.org/T10181","display_name":"Natural Language Processing Techniques","score":0.9955999851226807,"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/completeness","display_name":"Completeness (order theory)","score":0.8233568072319031},{"id":"https://openalex.org/keywords/question-answering","display_name":"Question answering","score":0.8137754797935486},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7116913795471191},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.4093490242958069},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.33697617053985596},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1904662549495697}],"concepts":[{"id":"https://openalex.org/C17231256","wikidata":"https://www.wikidata.org/wiki/Q5156540","display_name":"Completeness (order theory)","level":2,"score":0.8233568072319031},{"id":"https://openalex.org/C44291984","wikidata":"https://www.wikidata.org/wiki/Q1074173","display_name":"Question answering","level":2,"score":0.8137754797935486},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7116913795471191},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.4093490242958069},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.33697617053985596},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1904662549495697},{"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:10.1145/3627673.3679660","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3627673.3679660","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 33rd ACM International Conference on Information and Knowledge Management","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":32,"referenced_works":["https://openalex.org/W2746097825","https://openalex.org/W2747329762","https://openalex.org/W2889787757","https://openalex.org/W2949134692","https://openalex.org/W2951862794","https://openalex.org/W2964120615","https://openalex.org/W3016828850","https://openalex.org/W3034999214","https://openalex.org/W3037727393","https://openalex.org/W3099655892","https://openalex.org/W3100436891","https://openalex.org/W3115947671","https://openalex.org/W3139224848","https://openalex.org/W3173285067","https://openalex.org/W3174770825","https://openalex.org/W4221143046","https://openalex.org/W4224266081","https://openalex.org/W4224327079","https://openalex.org/W4280636077","https://openalex.org/W4285294723","https://openalex.org/W4296605665","https://openalex.org/W4320060347","https://openalex.org/W4362469857","https://openalex.org/W4382202847","https://openalex.org/W4382239537","https://openalex.org/W4384644232","https://openalex.org/W4385568260","https://openalex.org/W4385571662","https://openalex.org/W4385571831","https://openalex.org/W4385572980","https://openalex.org/W4391156274","https://openalex.org/W4392934733"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2384605597","https://openalex.org/W2387743295","https://openalex.org/W3082787378","https://openalex.org/W2136007095","https://openalex.org/W4237277701","https://openalex.org/W2366230879","https://openalex.org/W3208425359"],"abstract_inverted_index":{"Learning":[0],"to":[1,8,13,61,86,125,129,187],"answer":[2],"multi-step":[3,79,196],"complex":[4,115],"questions":[5],"requires":[6],"machines":[7],"perform":[9],"like":[10],"a":[11,28,92,98,103,122,178],"human":[12],"think":[14],"and":[15,64,102,120,147,163,208],"reason":[16],"step":[17,99,134,150],"by":[18,44,151],"step,":[19],"which":[20],"is":[21],"one":[22],"of":[23,27,52,133,161,166,214],"the":[24,50,84,109,114,131,138,143,159,164,167,172,211],"core":[25],"abilities":[26],"question":[29,116,173],"answering":[30,78,174],"system.":[31],"Recent":[32],"advancements":[33],"have":[34],"revealed":[35],"that":[36,183,200],"large":[37],"language":[38],"models":[39],"exhibit":[40],"remarkable":[41],"reasoning":[42,75,212],"capabilities":[43],"generating":[45],"intermediate":[46],"chain-of-thought":[47],"rationales.":[48],"However,":[49],"completeness":[51,160],"their":[53,88],"rationales":[54,85,149,162],"lacks":[55],"assurance":[56],"as":[57],"they":[58],"are":[59],"susceptible":[60],"omitting":[62],"steps":[63],"making":[65],"factual":[66],"errors.":[67],"In":[68],"this":[69],"paper,":[70],"drawing":[71],"inspiration":[72],"from":[73],"human-like":[74],"processes":[76],"in":[77,108,137],"questions,":[80],"we":[81,112,145,176],"explicitly":[82,203],"plan":[83],"ensure":[87,130],"completeness.":[89],"We":[90],"propose":[91,177],"two-stage":[93],"Decomposition-Evaluation":[94],"(Dec-Eval)":[95],"framework":[96],"including":[97],"decomposition":[100],"stage":[101],"rationale":[104],"generation":[105],"stage.":[106],"Specifically,":[107],"first":[110],"stage,":[111,140],"decompose":[113],"into":[117],"simpler":[118],"sub-ones":[119],"simulate":[121],"human's":[123],"ability":[124],"grasp":[126],"logical":[127,206],"clues":[128],"integrity":[132],"planning.":[135],"Then,":[136],"second":[139],"based":[141],"on":[142,193],"sub-questions,":[144],"generate":[146,204],"evaluate":[148],"step.":[152],"Both":[153],"stages":[154],"work":[155],"together":[156],"organically,":[157],"improving":[158],"accuracy":[165],"answer.":[168],"To":[169],"further":[170],"control":[171],"process,":[175],"novel":[179],"knowledge":[180,186],"injection":[181],"mechanism":[182],"incorporates":[184],"external":[185],"guide":[188],"both":[189],"stages.":[190],"Extensive":[191],"experiments":[192],"three":[194],"challenging":[195],"QA":[197],"datasets":[198],"demonstrate":[199],"Dec-Eval":[201],"can":[202],"more":[205],"rationales,":[207],"significantly":[209],"improve":[210],"performances":[213],"different":[215],"backbone":[216],"models.":[217]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
