{"id":"https://openalex.org/W7166815748","doi":"https://doi.org/10.18653/v1/2026.findings-acl.731","title":"Invocation Refiner: A Plug-and-Play Module for Rectifying LLM Tool Invocations","display_name":"Invocation Refiner: A Plug-and-Play Module for Rectifying LLM Tool Invocations","publication_year":2026,"publication_date":"2026-01-01","ids":{"openalex":"https://openalex.org/W7166815748","doi":"https://doi.org/10.18653/v1/2026.findings-acl.731"},"language":null,"primary_location":{"id":"doi:10.18653/v1/2026.findings-acl.731","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2026.findings-acl.731","pdf_url":"https://aclanthology.org/2026.findings-acl.731.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 2026","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://aclanthology.org/2026.findings-acl.731.pdf","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5109978427","display_name":"Qirui Jiao","orcid":null},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qirui Jiao","raw_affiliation_strings":["Sun Yat-sen University ,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Sun Yat-sen University ,","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5139715537","display_name":"Dian Jiao","orcid":null},"institutions":[{"id":"https://openalex.org/I4210150654","display_name":"Futura Medical (United Kingdom)","ror":"https://ror.org/04xz21s03","country_code":"GB","type":"company","lineage":["https://openalex.org/I4210150654"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Dian Jiao","raw_affiliation_strings":["Futian Laboratory ,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Futian Laboratory ,","institution_ids":["https://openalex.org/I4210150654"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5139748318","display_name":"Nan Du","orcid":null},"institutions":[{"id":"https://openalex.org/I2250653659","display_name":"Tencent (China)","ror":"https://ror.org/00hhjss72","country_code":"CN","type":"company","lineage":["https://openalex.org/I2250653659"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Nan Du","raw_affiliation_strings":["Tencent INC"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Tencent INC","institution_ids":["https://openalex.org/I2250653659"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5139779280","display_name":"Ying Shen","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ying Shen","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5139725752","display_name":"Liang Lin","orcid":null},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]},{"id":"https://openalex.org/I4210136793","display_name":"Peng Cheng Laboratory","ror":"https://ror.org/03qdqbt06","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210136793"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liang Lin","raw_affiliation_strings":["Peng Cheng Laboratory ,","Sun Yat-sen University ,"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Peng Cheng Laboratory ,","institution_ids":["https://openalex.org/I4210136793"]},{"raw_affiliation_string":"Sun Yat-sen University ,","institution_ids":["https://openalex.org/I157773358"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"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":0.81557895,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"14866","last_page":"14898"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10260","display_name":"Software Engineering Research","score":0.09989999979734421,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T10260","display_name":"Software Engineering Research","score":0.09989999979734421,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/T10703","display_name":"Business Process Modeling and Analysis","score":0.08910000324249268,"subfield":{"id":"https://openalex.org/subfields/1404","display_name":"Management Information Systems"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12490","display_name":"Software Engineering and Design Patterns","score":0.04540000110864639,"subfield":{"id":"https://openalex.org/subfields/3303","display_name":"Development"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/invocation","display_name":"Invocation","score":0.2872999906539917},{"id":"https://openalex.org/keywords/interchangeability","display_name":"Interchangeability","score":0.27140000462532043},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.2587999999523163},{"id":"https://openalex.org/keywords/interface","display_name":"Interface (matter)","score":0.2572999894618988},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.23669999837875366}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5781999826431274},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.3312000036239624},{"id":"https://openalex.org/C2776527387","wikidata":"https://www.wikidata.org/wiki/Q1671839","display_name":"Invocation","level":2,"score":0.2872999906539917},{"id":"https://openalex.org/C2779606619","wikidata":"https://www.wikidata.org/wiki/Q17092524","display_name":"Interchangeability","level":2,"score":0.27140000462532043},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.2587999999523163},{"id":"https://openalex.org/C113843644","wikidata":"https://www.wikidata.org/wiki/Q901882","display_name":"Interface (matter)","level":4,"score":0.2572999894618988},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.23669999837875366},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.23190000653266907},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.23090000450611115},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.2304999977350235}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.18653/v1/2026.findings-acl.731","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2026.findings-acl.731","pdf_url":"https://aclanthology.org/2026.findings-acl.731.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 2026","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.18653/v1/2026.findings-acl.731","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2026.findings-acl.731","pdf_url":"https://aclanthology.org/2026.findings-acl.731.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 2026","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320329860","display_name":"National Science and Technology Major Project","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7166815748.pdf","grobid_xml":"https://content.openalex.org/works/W7166815748.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Large":[0],"Language":[1],"Models":[2],"(LLMs)":[3],"have":[4],"shown":[5],"remarkable":[6],"capabilities":[7],"in":[8,21],"Tool-Integrated":[9],"Reasoning":[10],"(TIR).However,":[11],"the":[12,50,61,68,72,82,95,103,113,147,163],"practical":[13],"application":[14],"is":[15],"often":[16],"hindered":[17],"by":[18],"frequent":[19],"errors":[20],"tool":[22],"invocations,":[23],"such":[24,33],"as":[25,34,106,157],"incorrect":[26],"parameters":[27],"or":[28],"malformed":[29],"formats.Prevailing":[30],"training":[31,90,118],"paradigms,":[32],"Supervised":[35],"Fine-Tuning":[36],"(SFT)":[37],"and":[38,102,120,134,143],"Reinforcement":[39],"Learning":[40],"(RL),":[41],"can":[42],"mitigate":[43],"these":[44],"issues":[45],"but":[46],"require":[47],"modification":[48],"on":[49,91],"base":[51,65,86],"LLM.This":[52],"lack":[53],"of":[54,85,132,150,166],"modularity":[55],"necessitates":[56],"extensive":[57],"retraining":[58],"when":[59],"deploying":[60],"system":[62],"across":[63],"different":[64],"models.To":[66],"address":[67],"limitation,":[69],"we":[70],"introduce":[71],"Invocation":[73],"Refiner,":[74],"a":[75,98,116,129,158],"specialized":[76],"post-processing":[77],"module":[78,123],"designed":[79],"to":[80,111,172],"enhance":[81],"tool-use":[83,133],"reliability":[84,165],"LLMs":[87],"without":[88],"directly":[89],"them.The":[92],"Refiner":[93,138,156],"takes":[94],"output":[96],"from":[97],"frozen":[99],"upstream":[100,152],"LLM":[101],"user's":[104],"query":[105],"input,":[107],"performing":[108],"independent":[109],"reasoning":[110,135],"rectify":[112],"invocation.We":[114],"construct":[115],"dedicated":[117],"dataset":[119],"train":[121],"this":[122],"using":[124],"an":[125],"advanced":[126],"RL":[127],"algorithm.On":[128],"diverse":[130],"set":[131],"benchmarks,":[136],"our":[137,155,170],"improves":[139],"task":[140],"completion":[141],"rates":[142],"invocation":[144],"accuracy":[145],"over":[146],"raw":[148],"outputs":[149],"various":[151],"LLMs.This":[153],"highlights":[154],"plug-and-play":[159],"solution":[160],"for":[161],"improving":[162],"operational":[164],"LLM-based":[167],"agents.We":[168],"release":[169],"code":[171],"facilitate":[173],"future":[174],"research.":[175]},"counts_by_year":[],"updated_date":"2026-08-24T07:32:12.397491","created_date":"2026-07-02T00:00:00"}
