{"id":"https://openalex.org/W4411112917","doi":"https://doi.org/10.18653/v1/2025.findings-naacl.35","title":"SIMPLOT: Enhancing Chart Question Answering by Distilling Essentials","display_name":"SIMPLOT: Enhancing Chart Question Answering by Distilling Essentials","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4411112917","doi":"https://doi.org/10.18653/v1/2025.findings-naacl.35"},"language":"en","primary_location":{"id":"doi:10.18653/v1/2025.findings-naacl.35","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2025.findings-naacl.35","pdf_url":"https://aclanthology.org/2025.findings-naacl.35.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":"Findings of the Association for Computational Linguistics: NAACL 2025","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://aclanthology.org/2025.findings-naacl.35.pdf","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101683110","display_name":"Wonjoong Kim","orcid":"https://orcid.org/0000-0002-3353-8515"},"institutions":[{"id":"https://openalex.org/I157485424","display_name":"Korea Advanced Institute of Science and Technology","ror":"https://ror.org/05apxxy63","country_code":"KR","type":"education","lineage":["https://openalex.org/I157485424"]},{"id":"https://openalex.org/I4210099236","display_name":"Kootenay Association for Science & Technology","ror":"https://ror.org/011pv9p44","country_code":"CA","type":"nonprofit","lineage":["https://openalex.org/I4210099236"]}],"countries":["CA","KR"],"is_corresponding":false,"raw_author_name":"Wonjoong Kim","raw_affiliation_strings":["KAIST"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"KAIST","institution_ids":["https://openalex.org/I4210099236","https://openalex.org/I157485424"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Sangwu Park","orcid":null},"institutions":[{"id":"https://openalex.org/I157485424","display_name":"Korea Advanced Institute of Science and Technology","ror":"https://ror.org/05apxxy63","country_code":"KR","type":"education","lineage":["https://openalex.org/I157485424"]},{"id":"https://openalex.org/I4210099236","display_name":"Kootenay Association for Science & Technology","ror":"https://ror.org/011pv9p44","country_code":"CA","type":"nonprofit","lineage":["https://openalex.org/I4210099236"]}],"countries":["CA","KR"],"is_corresponding":false,"raw_author_name":"Sangwu Park","raw_affiliation_strings":["KAIST"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"KAIST","institution_ids":["https://openalex.org/I4210099236","https://openalex.org/I157485424"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038908928","display_name":"Yeonjun In","orcid":"https://orcid.org/0000-0003-0408-4259"},"institutions":[{"id":"https://openalex.org/I157485424","display_name":"Korea Advanced Institute of Science and Technology","ror":"https://ror.org/05apxxy63","country_code":"KR","type":"education","lineage":["https://openalex.org/I157485424"]},{"id":"https://openalex.org/I4210099236","display_name":"Kootenay Association for Science & Technology","ror":"https://ror.org/011pv9p44","country_code":"CA","type":"nonprofit","lineage":["https://openalex.org/I4210099236"]}],"countries":["CA","KR"],"is_corresponding":false,"raw_author_name":"Yeonjun In","raw_affiliation_strings":["KAIST"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"KAIST","institution_ids":["https://openalex.org/I4210099236","https://openalex.org/I157485424"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085675973","display_name":"Seokwon Han","orcid":null},"institutions":[{"id":"https://openalex.org/I157485424","display_name":"Korea Advanced Institute of Science and Technology","ror":"https://ror.org/05apxxy63","country_code":"KR","type":"education","lineage":["https://openalex.org/I157485424"]},{"id":"https://openalex.org/I4210099236","display_name":"Kootenay Association for Science & Technology","ror":"https://ror.org/011pv9p44","country_code":"CA","type":"nonprofit","lineage":["https://openalex.org/I4210099236"]}],"countries":["CA","KR"],"is_corresponding":false,"raw_author_name":"Seokwon Han","raw_affiliation_strings":["KAIST"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"KAIST","institution_ids":["https://openalex.org/I4210099236","https://openalex.org/I157485424"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101629749","display_name":"Chanyoung Park","orcid":"https://orcid.org/0000-0002-7945-2362"},"institutions":[{"id":"https://openalex.org/I157485424","display_name":"Korea Advanced Institute of Science and Technology","ror":"https://ror.org/05apxxy63","country_code":"KR","type":"education","lineage":["https://openalex.org/I157485424"]},{"id":"https://openalex.org/I4210099236","display_name":"Kootenay Association for Science & Technology","ror":"https://ror.org/011pv9p44","country_code":"CA","type":"nonprofit","lineage":["https://openalex.org/I4210099236"]}],"countries":["CA","KR"],"is_corresponding":false,"raw_author_name":"Chanyoung Park","raw_affiliation_strings":["KAIST"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"KAIST","institution_ids":["https://openalex.org/I4210099236","https://openalex.org/I157485424"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.05432341,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"573","last_page":"593"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10181","display_name":"Natural Language Processing Techniques","score":0.9218999743461609,"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":0.9218999743461609,"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":0.6459009647369385},{"id":"https://openalex.org/keywords/chart","display_name":"Chart","score":0.6318926811218262},{"id":"https://openalex.org/keywords/question-answering","display_name":"Question answering","score":0.4971003830432892},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.2977715730667114},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.1896589696407318},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.13586565852165222}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6459009647369385},{"id":"https://openalex.org/C190812933","wikidata":"https://www.wikidata.org/wiki/Q28923","display_name":"Chart","level":2,"score":0.6318926811218262},{"id":"https://openalex.org/C44291984","wikidata":"https://www.wikidata.org/wiki/Q1074173","display_name":"Question answering","level":2,"score":0.4971003830432892},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.2977715730667114},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.1896589696407318},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.13586565852165222}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.18653/v1/2025.findings-naacl.35","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2025.findings-naacl.35","pdf_url":"https://aclanthology.org/2025.findings-naacl.35.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":"Findings of the Association for Computational Linguistics: NAACL 2025","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.18653/v1/2025.findings-naacl.35","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2025.findings-naacl.35","pdf_url":"https://aclanthology.org/2025.findings-naacl.35.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":"Findings of the Association for Computational Linguistics: NAACL 2025","raw_type":"proceedings-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/2","score":0.5400000214576721,"display_name":"Zero hunger"}],"awards":[{"id":"https://openalex.org/G1448736063","display_name":null,"funder_award_id":"RS-2023-00216011","funder_id":"https://openalex.org/F4320328359","funder_display_name":"Ministry of Science and ICT, South Korea"},{"id":"https://openalex.org/G270928168","display_name":null,"funder_award_id":"NRF-2022M3J6A1063021","funder_id":"https://openalex.org/F4320328359","funder_display_name":"Ministry of Science and ICT, South Korea"},{"id":"https://openalex.org/G3790655932","display_name":null,"funder_award_id":"NRF-2022M3J6A1063021","funder_id":"https://openalex.org/F4320322120","funder_display_name":"National Research Foundation of Korea"},{"id":"https://openalex.org/G8601270971","display_name":null,"funder_award_id":"2022M3J6A1063021","funder_id":"https://openalex.org/F4320322120","funder_display_name":"National Research Foundation of Korea"}],"funders":[{"id":"https://openalex.org/F4320320671","display_name":"National Research Foundation","ror":"https://ror.org/05s0g1g46"},{"id":"https://openalex.org/F4320322120","display_name":"National Research Foundation of Korea","ror":"https://ror.org/013aysd81"},{"id":"https://openalex.org/F4320328359","display_name":"Ministry of Science and ICT, South Korea","ror":"https://ror.org/01wpjm123"},{"id":"https://openalex.org/F4320335489","display_name":"Institute for Information and Communications Technology Promotion","ror":"https://ror.org/01g0hqq23"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4411112917.pdf","grobid_xml":"https://content.openalex.org/works/W4411112917.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"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/W2366230879","https://openalex.org/W3208425359","https://openalex.org/W2349927912"],"abstract_inverted_index":{"Recently,":[0],"interpreting":[1],"complex":[2,111],"charts":[3,34,48],"with":[4],"logical":[5],"reasoning":[6,120,129],"has":[7,22],"emerged":[8],"as":[9],"challenges":[10],"due":[11],"to":[12,32,82,98],"the":[13,29,69,85,106,123,131],"development":[14],"of":[15,52,71],"vision-language":[16,30],"models.A":[17],"prior":[18],"state-of-the-art":[19],"(SOTA)":[20],"model":[21,31,125],"presented":[23],"an":[24],"end-to-end":[25],"method":[26,80,92],"that":[27,64,103],"leverages":[28],"convert":[33],"into":[35],"table":[36,114],"format":[37],"utilizing":[38],"Large":[39],"Language":[40],"Model":[41],"(LLM)":[42],"for":[43,58,88,113,133],"reasoning.However,":[44],"unlike":[45],"natural":[46],"images,":[47],"contain":[49],"a":[50,79,100,110],"mix":[51],"essential":[53,107],"and":[54,61,138],"irrelevant":[55],"information":[56,108],"required":[57],"chart":[59,89,112,128],"reasoning,":[60],"we":[62,76],"discover":[63],"this":[65,74],"characteristic":[66],"can":[67],"lower":[68],"performance":[70],"chart-to-table":[72],"extraction.In":[73],"paper,":[75],"introduce":[77],"SIMPLOT,":[78],"designed":[81],"extract":[83],"only":[84,105],"elements":[86],"necessary":[87],"reasoning.The":[90],"proposed":[91],"involves":[93],"two":[94],"steps:":[95],"1)":[96],"training":[97],"mimic":[99],"simple":[101],"plot":[102],"contains":[104],"from":[109],"extraction,":[115],"followed":[116],"by":[117],"2)":[118],"performing":[119],"based":[121],"on":[122],"table.Our":[124],"enables":[126],"accurate":[127],"without":[130],"need":[132],"additional":[134],"annotations":[135],"or":[136],"datasets,":[137],"its":[139],"effectiveness":[140],"is":[141],"demonstrated":[142],"through":[143],"various":[144],"experiments":[145],"1":[146],".":[147]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
