{"id":"https://openalex.org/W4412888139","doi":"https://doi.org/10.18653/v1/2025.findings-acl.766","title":"Flowchart-Based Decision Making with Large Language Models","display_name":"Flowchart-Based Decision Making with Large Language Models","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4412888139","doi":"https://doi.org/10.18653/v1/2025.findings-acl.766"},"language":"en","primary_location":{"id":"doi:10.18653/v1/2025.findings-acl.766","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2025.findings-acl.766","pdf_url":"https://aclanthology.org/2025.findings-acl.766.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: ACL 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-acl.766.pdf","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5047686471","display_name":"Yuuki Yamanaka","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yuuki Yamanaka","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063320234","display_name":"Hiroshi Takahashi","orcid":"https://orcid.org/0000-0002-3497-4802"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Hiroshi Takahashi","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5007854558","display_name":"Tomoya Yamashita","orcid":"https://orcid.org/0000-0003-0267-3842"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Tomoya Yamashita","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"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":0.08591657,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"14836","last_page":"14842"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10215","display_name":"Semantic Web and Ontologies","score":0.44440001249313354,"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":0.44440001249313354,"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/T10456","display_name":"Multi-Agent Systems and Negotiation","score":0.3901999890804291,"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/flowchart","display_name":"Flowchart","score":0.9131362438201904},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7825052738189697},{"id":"https://openalex.org/keywords/programming-language","display_name":"Programming language","score":0.46832162141799927},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.37842410802841187},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.34609678387641907}],"concepts":[{"id":"https://openalex.org/C72041958","wikidata":"https://www.wikidata.org/wiki/Q185092","display_name":"Flowchart","level":2,"score":0.9131362438201904},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7825052738189697},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.46832162141799927},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.37842410802841187},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.34609678387641907}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.18653/v1/2025.findings-acl.766","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2025.findings-acl.766","pdf_url":"https://aclanthology.org/2025.findings-acl.766.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: ACL 2025","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.18653/v1/2025.findings-acl.766","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2025.findings-acl.766","pdf_url":"https://aclanthology.org/2025.findings-acl.766.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: ACL 2025","raw_type":"proceedings-article"},"sustainable_development_goals":[{"score":0.7300000190734863,"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4412888139.pdf","grobid_xml":"https://content.openalex.org/works/W4412888139.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/W2115906794","https://openalex.org/W2109215547","https://openalex.org/W2131878319","https://openalex.org/W1992202691","https://openalex.org/W2323840003","https://openalex.org/W2188108885","https://openalex.org/W2381593765"],"abstract_inverted_index":{"Large":[0],"language":[1],"models":[2],"(LLMs)":[3],"are":[4],"widely":[5],"used":[6],"for":[7,111],"conversational":[8],"systems,":[9],"but":[10,55],"they":[11],"face":[12],"significant":[13],"challenges":[14],"in":[15],"interpretability":[16],"of":[17,22,60,93],"dialogue":[18,36,71],"flow":[19],"and":[20,38,86,103,113],"reproducibility":[21,59],"expert":[23,61,80],"knowledge.To":[24],"address":[25],"this,":[26],"we":[27,73],"propose":[28],"a":[29],"novel":[30],"method":[31,77],"that":[32,75],"extracts":[33],"flowcharts":[34],"from":[35],"data":[37],"incorporates":[39],"them":[40],"into":[41],"LLMs.This":[42],"approach":[43],"not":[44],"only":[45],"makes":[46],"the":[47,58,91,99],"decision-making":[48],"process":[49],"more":[50,109],"interpretable":[51,110],"through":[52],"visual":[53],"representation,":[54],"also":[56],"ensures":[57],"knowledge":[62],"by":[63],"explicitly":[64],"modeling":[65],"structured":[66,104],"reasoning":[67],"flows.By":[68],"evaluating":[69],"on":[70],"datasets,":[72],"demonstrate":[74],"our":[76],"effectively":[78],"reconstructs":[79],"decisionmaking":[81],"paths":[82],"with":[83],"high":[84],"precision":[85],"recall":[87],"scores.These":[88],"findings":[89],"underscore":[90],"potential":[92],"flowchart-based":[94],"decision":[95],"making":[96,106],"to":[97],"bridge":[98],"gap":[100],"between":[101],"flexibility":[102],"reasoning,":[105],"chatbot":[107],"systems":[108],"developers":[112],"end-users.":[114]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}