{"id":"https://openalex.org/W7134053576","doi":"https://doi.org/10.48550/arxiv.2603.04857","title":"FireBench: Evaluating Instruction Following in Enterprise and API-Driven LLM Applications","display_name":"FireBench: Evaluating Instruction Following in Enterprise and API-Driven LLM Applications","publication_year":2026,"publication_date":"2026-03-05","ids":{"openalex":"https://openalex.org/W7134053576","doi":"https://doi.org/10.48550/arxiv.2603.04857"},"language":null,"primary_location":{"id":"pmh:doi:10.48550/arxiv.2603.04857","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4406922384","display_name":"Open MIND","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"},"type":"article","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":null,"any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5073965511","display_name":"Yunfan Zhang","orcid":"https://orcid.org/0000-0002-4416-1688"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhang, Yunfan","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5128257263","display_name":"Yijie Bei","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Bei, Yijie","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5128227875","display_name":"Jetashree Ravi","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ravi, Jetashree","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5128238612","display_name":"Pawel Garbacki","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Garbacki, Pawel","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":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.18244476,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10260","display_name":"Software Engineering Research","score":0.35429999232292175,"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":0.35429999232292175,"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/T12128","display_name":"AI in Service Interactions","score":0.11500000208616257,"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/T12016","display_name":"Web Data Mining and Analysis","score":0.07800000160932541,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.5374000072479248},{"id":"https://openalex.org/keywords/enterprise-systems-engineering","display_name":"Enterprise systems engineering","score":0.5180000066757202},{"id":"https://openalex.org/keywords/enterprise-integration","display_name":"Enterprise integration","score":0.4975000023841858},{"id":"https://openalex.org/keywords/enterprise-information-system","display_name":"Enterprise information system","score":0.492000013589859},{"id":"https://openalex.org/keywords/bridge","display_name":"Bridge (graph theory)","score":0.4738999903202057},{"id":"https://openalex.org/keywords/enterprise-architecture","display_name":"Enterprise architecture","score":0.430400013923645},{"id":"https://openalex.org/keywords/coding","display_name":"Coding (social sciences)","score":0.4180000126361847},{"id":"https://openalex.org/keywords/enterprise-software","display_name":"Enterprise software","score":0.3856000006198883}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6711999773979187},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.5374000072479248},{"id":"https://openalex.org/C146342590","wikidata":"https://www.wikidata.org/wiki/Q11606385","display_name":"Enterprise systems engineering","level":4,"score":0.5180000066757202},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.5156000256538391},{"id":"https://openalex.org/C53996427","wikidata":"https://www.wikidata.org/wiki/Q5380387","display_name":"Enterprise integration","level":3,"score":0.4975000023841858},{"id":"https://openalex.org/C27295321","wikidata":"https://www.wikidata.org/wiki/Q831795","display_name":"Enterprise information system","level":2,"score":0.492000013589859},{"id":"https://openalex.org/C100776233","wikidata":"https://www.wikidata.org/wiki/Q2532492","display_name":"Bridge (graph theory)","level":2,"score":0.4738999903202057},{"id":"https://openalex.org/C10590034","wikidata":"https://www.wikidata.org/wiki/Q1048431","display_name":"Enterprise architecture","level":3,"score":0.430400013923645},{"id":"https://openalex.org/C179518139","wikidata":"https://www.wikidata.org/wiki/Q5140297","display_name":"Coding (social sciences)","level":2,"score":0.4180000126361847},{"id":"https://openalex.org/C195094911","wikidata":"https://www.wikidata.org/wiki/Q14167904","display_name":"Process management","level":1,"score":0.41190001368522644},{"id":"https://openalex.org/C185765463","wikidata":"https://www.wikidata.org/wiki/Q1318054","display_name":"Enterprise software","level":2,"score":0.3856000006198883},{"id":"https://openalex.org/C164065428","wikidata":"https://www.wikidata.org/wiki/Q1201929","display_name":"Core competency","level":2,"score":0.38089999556541443},{"id":"https://openalex.org/C138824270","wikidata":"https://www.wikidata.org/wiki/Q3318162","display_name":"Enterprise modelling","level":4,"score":0.3774000108242035},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.3682999908924103},{"id":"https://openalex.org/C156325361","wikidata":"https://www.wikidata.org/wiki/Q1152864","display_name":"Grounded theory","level":3,"score":0.36570000648498535},{"id":"https://openalex.org/C67571701","wikidata":"https://www.wikidata.org/wiki/Q1318054","display_name":"Enterprise system","level":2,"score":0.3578000068664551},{"id":"https://openalex.org/C48461290","wikidata":"https://www.wikidata.org/wiki/Q6954385","display_name":"NIST Enterprise Architecture Model","level":5,"score":0.3546000123023987},{"id":"https://openalex.org/C110354214","wikidata":"https://www.wikidata.org/wiki/Q6314146","display_name":"Engineering management","level":1,"score":0.3508000075817108},{"id":"https://openalex.org/C184062371","wikidata":"https://www.wikidata.org/wiki/Q5380399","display_name":"Enterprise planning system","level":2,"score":0.32179999351501465},{"id":"https://openalex.org/C2164484","wikidata":"https://www.wikidata.org/wiki/Q5170150","display_name":"Core (optical fiber)","level":2,"score":0.319599986076355},{"id":"https://openalex.org/C82419060","wikidata":"https://www.wikidata.org/wiki/Q5380394","display_name":"Enterprise life cycle","level":2,"score":0.3188000023365021},{"id":"https://openalex.org/C163352659","wikidata":"https://www.wikidata.org/wiki/Q5380367","display_name":"Enterprise architecture management","level":4,"score":0.2903999984264374},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.2824999988079071},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.27129998803138733},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.25619998574256897}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:doi:10.48550/arxiv.2603.04857","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4406922384","display_name":"Open MIND","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"},{"id":"doi:10.48550/arxiv.2603.04857","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2603.04857","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"pmh:doi:10.48550/arxiv.2603.04857","is_oa":true,"landing_page_url":null,"pdf_url":null,"source":{"id":"https://openalex.org/S4406922384","display_name":"Open MIND","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Instruction":[0],"following":[1,33,62,104],"is":[2,23],"critical":[3],"for":[4,25],"LLMs":[5,96],"deployed":[6],"in":[7,65,106,123],"enterprise":[8,50,67,107],"and":[9,20,68,86,97,126],"API-driven":[10],"settings,":[11],"where":[12],"strict":[13],"adherence":[14],"to":[15,114],"output":[16],"formats,":[17],"content":[18],"constraints,":[19],"procedural":[21],"requirements":[22],"essential":[24],"enabling":[26],"reliable":[27],"LLM-assisted":[28],"workflows.":[29],"However,":[30],"existing":[31],"instruction":[32,61,103],"benchmarks":[34],"predominantly":[35],"evaluate":[36,94],"natural":[37],"language":[38],"generation":[39],"constraints":[40],"that":[41],"reflect":[42],"the":[43],"needs":[44],"of":[45],"chat":[46],"assistants":[47],"rather":[48],"than":[49],"users.":[51],"To":[52],"bridge":[53],"this":[54],"gap,":[55],"we":[56],"introduce":[57],"FireBench,":[58],"an":[59],"LLM":[60],"benchmark":[63],"grounded":[64],"real-world":[66],"API":[69],"usage":[70],"patterns.":[71],"FireBench":[72,111],"evaluates":[73],"six":[74],"core":[75],"capability":[76],"dimensions":[77],"across":[78],"diverse":[79],"applications":[80],"including":[81],"information":[82],"extraction,":[83],"customer":[84],"support,":[85],"coding":[87],"agents,":[88],"comprising":[89],"over":[90],"2,400":[91],"samples.":[92],"We":[93,109],"11":[95],"present":[98],"key":[99],"findings":[100],"on":[101],"their":[102],"behavior":[105],"scenarios.":[108],"open-source":[110],"at":[112],"fire-bench.com":[113],"help":[115],"users":[116],"assess":[117],"model":[118,121],"suitability,":[119],"support":[120],"developers":[122],"diagnosing":[124],"performance,":[125],"invite":[127],"community":[128],"contributions.":[129]},"counts_by_year":[],"updated_date":"2026-07-15T18:14:33.161393","created_date":"2026-03-07T00:00:00"}