{"id":"https://openalex.org/W7166822659","doi":"https://doi.org/10.18653/v1/2026.acl-industry.56","title":"EfficientTool: A Cost-Effective Aligning Framework for Tool-Conditioned Agents in SME Scenarios","display_name":"EfficientTool: A Cost-Effective Aligning Framework for Tool-Conditioned Agents in SME Scenarios","publication_year":2026,"publication_date":"2026-01-01","ids":{"openalex":"https://openalex.org/W7166822659","doi":"https://doi.org/10.18653/v1/2026.acl-industry.56"},"language":null,"primary_location":{"id":"doi:10.18653/v1/2026.acl-industry.56","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2026.acl-industry.56","pdf_url":"https://aclanthology.org/2026.acl-industry.56.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":"Proceedings of the 64th Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://aclanthology.org/2026.acl-industry.56.pdf","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5138733117","display_name":"Yuanqi Mu","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yuanqi Mu","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5139745363","display_name":"Bingfeng.Pi","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Bingfeng.Pi","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5139834394","display_name":"Defei Xia","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Defei Xia","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5139763748","display_name":"Lei.Zuo","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Lei.Zuo","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5139804005","display_name":"Yongqi Zhang","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yongqi Zhang","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":0,"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":0.81194808,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"825","last_page":"843"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10456","display_name":"Multi-Agent Systems and Negotiation","score":0.4575999975204468,"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/T10456","display_name":"Multi-Agent Systems and Negotiation","score":0.4575999975204468,"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/T10639","display_name":"Advanced Software Engineering Methodologies","score":0.08959999680519104,"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/T10703","display_name":"Business Process Modeling and Analysis","score":0.06920000165700912,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.3222000002861023},{"id":"https://openalex.org/keywords/work","display_name":"Work (physics)","score":0.29649999737739563},{"id":"https://openalex.org/keywords/production","display_name":"Production (economics)","score":0.2906999886035919},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.2890999913215637},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.28870001435279846}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.46380001306533813},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.36970001459121704},{"id":"https://openalex.org/C195094911","wikidata":"https://www.wikidata.org/wiki/Q14167904","display_name":"Process management","level":1,"score":0.3273000121116638},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.3222000002861023},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.29649999737739563},{"id":"https://openalex.org/C2778348673","wikidata":"https://www.wikidata.org/wiki/Q739302","display_name":"Production (economics)","level":2,"score":0.2906999886035919},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.2890999913215637},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.28870001435279846},{"id":"https://openalex.org/C112930515","wikidata":"https://www.wikidata.org/wiki/Q4389547","display_name":"Risk analysis (engineering)","level":1,"score":0.27230000495910645},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.2581000030040741},{"id":"https://openalex.org/C168167062","wikidata":"https://www.wikidata.org/wiki/Q1117970","display_name":"Component (thermodynamics)","level":2,"score":0.25769999623298645},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.2565000057220459}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.18653/v1/2026.acl-industry.56","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2026.acl-industry.56","pdf_url":"https://aclanthology.org/2026.acl-industry.56.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":"Proceedings of the 64th Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track)","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.18653/v1/2026.acl-industry.56","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2026.acl-industry.56","pdf_url":"https://aclanthology.org/2026.acl-industry.56.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":"Proceedings of the 64th Annual Meeting of the Association for Computational Linguistics (Volume 6: Industry Track)","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321921","display_name":"Natural Science Foundation of Guangdong Province","ror":null},{"id":"https://openalex.org/F4320323537","display_name":"Hong Kong University of Science and Technology","ror":"https://ror.org/00q4vv597"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7166822659.pdf","grobid_xml":"https://content.openalex.org/works/W7166822659.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Large":[0],"language":[1],"models":[2],"(LLMs)":[3],"are":[4],"increasingly":[5],"adopted":[6],"in":[7,24,83,101],"downstream":[8],"industries,":[9],"yet":[10],"aligning":[11],"proprietary":[12],"agents":[13],"remains":[14],"challenging":[15],"due":[16],"to":[17],"limited":[18],"high-quality":[19,57],"data":[20,42],"and":[21,26,46,80,85,88],"hardware":[22],"constraints":[23],"small":[25],"medium-sized":[27],"enterprises":[28],"(SMEs).We":[29],"propose":[30],"EfficientTool,":[31],"a":[32,38,50],"cost-effective,":[33],"tool-conditioned":[34,67],"alignment":[35],"framework":[36],"forming":[37],"closed":[39],"loop":[40],"over":[41],"collection,":[43],"iterative":[44,62],"training,":[45],"deploymentoriented":[47],"evaluation.EfficientTool":[48],"adopts":[49],"self-evolving":[51],"bootstrapping-based":[52],"Trajectory":[53],"Collection":[54],"Pipeline":[55,65,82],"for":[56,90],"trajectory":[58],"generation,":[59],"followed":[60],"by":[61],"Model":[63],"Training":[64],"using":[66],"parameterefficient":[68],"fine-tuning":[69],"(PEFT)":[70],"(Houlsby":[71],"et":[72],"al.,":[73],"2019).We":[74],"evaluate":[75],"the":[76],"model":[77,100],"with":[78],"Interaction":[79],"Evaluation":[81],"public":[84],"private":[86],"benchmarks,":[87],"deploy":[89],"an":[91],"internal":[92],"enterprise":[93],"agent.Results":[94],"show":[95],"that":[96],"EfficientTool":[97],"effectively":[98],"aligns":[99],"SME":[102],"scenarios":[103],"while":[104],"preserving":[105],"general":[106],"tool-calling":[107],"capability.":[108]},"counts_by_year":[],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2026-07-02T00:00:00"}
