{"id":"https://openalex.org/W4411016220","doi":"https://doi.org/10.1145/3728725.3728741","title":"From Chart to QA Pairs: A Context-Aware Generation Framework for Chart-Containing Documents","display_name":"From Chart to QA Pairs: A Context-Aware Generation Framework for Chart-Containing Documents","publication_year":2025,"publication_date":"2025-02-21","ids":{"openalex":"https://openalex.org/W4411016220","doi":"https://doi.org/10.1145/3728725.3728741"},"language":"en","primary_location":{"id":"doi:10.1145/3728725.3728741","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3728725.3728741","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3728725.3728741","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2025 2nd International Conference on Generative Artificial Intelligence and Information Security","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3728725.3728741","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5117825162","display_name":"Qianwen Shen","orcid":null},"institutions":[{"id":"https://openalex.org/I135905480","display_name":"Shanghai Polytechnic University","ror":"https://ror.org/02as5yg64","country_code":"CN","type":"education","lineage":["https://openalex.org/I135905480"]},{"id":"https://openalex.org/I4405261568","display_name":"Shanghai Key Laboratory of Computer Software Testing and Evaluating","ror":"https://ror.org/05gky6m26","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4405261568","https://openalex.org/I4405262724"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qianwen Shen","raw_affiliation_strings":["Computer and Information Engineering College, Shanghai Polytechnic University, Shanghai, China","Shanghai Key Laboratory of Computer Software Testing and Evaluating, Shanghai Development Center of Computer Software Technology, Shanghai, China"],"raw_orcid":"https://orcid.org/0009-0005-8452-6628","affiliations":[{"raw_affiliation_string":"Computer and Information Engineering College, Shanghai Polytechnic University, Shanghai, China","institution_ids":["https://openalex.org/I135905480"]},{"raw_affiliation_string":"Shanghai Key Laboratory of Computer Software Testing and Evaluating, Shanghai Development Center of Computer Software Technology, Shanghai, China","institution_ids":["https://openalex.org/I4405261568"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100575465","display_name":"Zeyu Ma","orcid":"https://orcid.org/0009-0002-5154-0392"},"institutions":[{"id":"https://openalex.org/I21945476","display_name":"Shanghai Normal University","ror":"https://ror.org/01cxqmw89","country_code":"CN","type":"education","lineage":["https://openalex.org/I21945476"]},{"id":"https://openalex.org/I4405261568","display_name":"Shanghai Key Laboratory of Computer Software Testing and Evaluating","ror":"https://ror.org/05gky6m26","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4405261568","https://openalex.org/I4405262724"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zeyu Ma","raw_affiliation_strings":["Mathematical and Science College, Shanghai Normal University, Shanghai, China","Shanghai Key Laboratory of Computer Software Testing and Evaluating, Shanghai Development Center of Computer Software Technology, Shanghai, China"],"raw_orcid":"https://orcid.org/0009-0002-5154-0392","affiliations":[{"raw_affiliation_string":"Mathematical and Science College, Shanghai Normal University, Shanghai, China","institution_ids":["https://openalex.org/I21945476"]},{"raw_affiliation_string":"Shanghai Key Laboratory of Computer Software Testing and Evaluating, Shanghai Development Center of Computer Software Technology, Shanghai, China","institution_ids":["https://openalex.org/I4405261568"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5029237672","display_name":"Mingang Chen","orcid":"https://orcid.org/0000-0002-0718-8187"},"institutions":[{"id":"https://openalex.org/I4405261568","display_name":"Shanghai Key Laboratory of Computer Software Testing and Evaluating","ror":"https://ror.org/05gky6m26","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4405261568","https://openalex.org/I4405262724"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mingang Chen","raw_affiliation_strings":["Shanghai Key Laboratory of Computer Software Testing and Evaluating, Shanghai Development Center of Computer Software Technology, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0002-0718-8187","affiliations":[{"raw_affiliation_string":"Shanghai Key Laboratory of Computer Software Testing and Evaluating, Shanghai Development Center of Computer Software Technology, Shanghai, China","institution_ids":["https://openalex.org/I4405261568"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"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":0.07907564,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"101","last_page":"107"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10215","display_name":"Semantic Web and Ontologies","score":0.9970999956130981,"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/T10215","display_name":"Semantic Web and Ontologies","score":0.9970999956130981,"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":0.9966999888420105,"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/T13523","display_name":"Mathematics, Computing, and Information Processing","score":0.995199978351593,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"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":0.8017876148223877},{"id":"https://openalex.org/keywords/chart","display_name":"Chart","score":0.7552258968353271},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.5737646818161011},{"id":"https://openalex.org/keywords/information-retrieval","display_name":"Information retrieval","score":0.46048057079315186},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.18234902620315552},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.06825771927833557}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8017876148223877},{"id":"https://openalex.org/C190812933","wikidata":"https://www.wikidata.org/wiki/Q28923","display_name":"Chart","level":2,"score":0.7552258968353271},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.5737646818161011},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.46048057079315186},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.18234902620315552},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.06825771927833557},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3728725.3728741","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3728725.3728741","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3728725.3728741","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2025 2nd International Conference on Generative Artificial Intelligence and Information Security","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3728725.3728741","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3728725.3728741","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3728725.3728741","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2025 2nd International Conference on Generative Artificial Intelligence and Information Security","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321885","display_name":"Science and Technology Commission of Shanghai Municipality","ror":"https://ror.org/03kt66j61"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4411016220.pdf","grobid_xml":"https://content.openalex.org/works/W4411016220.grobid-xml"},"referenced_works_count":22,"referenced_works":["https://openalex.org/W2102605133","https://openalex.org/W2127141656","https://openalex.org/W2194187530","https://openalex.org/W2963647456","https://openalex.org/W2990138404","https://openalex.org/W2998621280","https://openalex.org/W3009518609","https://openalex.org/W3087858202","https://openalex.org/W3118703676","https://openalex.org/W3205961173","https://openalex.org/W4221143196","https://openalex.org/W4301510055","https://openalex.org/W4306771244","https://openalex.org/W4322766882","https://openalex.org/W4382202677","https://openalex.org/W4389156632","https://openalex.org/W4390632045","https://openalex.org/W4392971786","https://openalex.org/W4396913223","https://openalex.org/W4402716147","https://openalex.org/W4403619156","https://openalex.org/W4404356490"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"While":[0],"Large":[1],"Language":[2,7],"Models":[3,8],"(LLMs)":[4],"and":[5,53,70,80,114,147,189],"Vision":[6],"(VLMs)":[9],"have":[10],"demonstrated":[11],"impressive":[12],"capabilities":[13],"across":[14],"various":[15],"general":[16],"tasks,":[17],"developing":[18],"domain-specific":[19],"model":[20],"remains":[21],"an":[22],"urgent":[23],"need.":[24],"This":[25,56],"requires":[26],"fine-tuning":[27],"with":[28],"high-quality":[29],"data.":[30,55],"Extraction":[31],"of":[32,134,186],"question-answer":[33],"(QA)":[34],"pairs":[35,64,149,181],"from":[36,65,156,165,173],"domain":[37],"knowledge":[38,128],"documents":[39,49,79],"is":[40],"a":[41,59,97,107,125],"crucial":[42],"prerequisite":[43],"for":[44,61,91],"fine-tuning,":[45],"especially":[46],"when":[47],"these":[48],"containing":[50],"complex":[51],"charts":[52],"unstructured":[54],"paper":[57],"introduces":[58],"framework":[60],"extracting":[62],"QA":[63,120,135,148,180],"charts,":[66],"which":[67,111],"combines":[68,112],"OCR":[69,90],"VLM":[71],"to":[72,101,117,130,158,167,175],"fully":[73],"leverage":[74],"contextual":[75,190],"information":[76],"in":[77,142,184],"the":[78,132,152,160,169],"generate":[81,118],"deep,":[82],"contextually":[83],"relevant":[84,119],"questions.":[85],"Our":[86],"method":[87],"first":[88],"uses":[89],"initial":[92],"chart":[93,127,144],"recognition,":[94],"followed":[95],"by":[96],"VLM-based":[98],"\u201cCaption-Reflection''":[99],"paradigm":[100],"reduce":[102],"misrecognition.":[103],"We":[104],"then":[105],"design":[106],"context":[108],"localization":[109],"module":[110],"local":[113],"global":[115],"contexts":[116],"pairs.":[121,136],"Additionally,":[122],"we":[123],"construct":[124],"specialized":[126],"base":[129],"guide":[131],"generation":[133,150],"Experimental":[137],"results":[138],"show":[139],"significant":[140],"improvement":[141],"both":[143],"recognition":[145],"performance":[146],"quality:":[151],"average":[153,161,170],"precision":[154],"increases":[155],"0.52":[157],"0.90,":[159],"F1":[162],"Score":[163],"improves":[164],"0.64":[166],"0.94,":[168],"FPR":[171],"decreases":[172],"0.55":[174],"0":[176],"respectively.":[177],"The":[178],"generated":[179],"perform":[182],"well":[183],"terms":[185],"statistical":[187],"relevance":[188],"consistency.":[191]},"counts_by_year":[],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}