{"id":"https://openalex.org/W4416297963","doi":"https://doi.org/10.1145/3772356.3772402","title":"Tackling Ambiguity in User Intent for LLM-based Network Configuration Synthesis","display_name":"Tackling Ambiguity in User Intent for LLM-based Network Configuration Synthesis","publication_year":2025,"publication_date":"2025-11-17","ids":{"openalex":"https://openalex.org/W4416297963","doi":"https://doi.org/10.1145/3772356.3772402"},"language":null,"primary_location":{"id":"doi:10.1145/3772356.3772402","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3772356.3772402","pdf_url":null,"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 24th ACM Workshop on Hot Topics in Networks","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1145/3772356.3772402","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5003203946","display_name":"Rajdeep Mondal","orcid":"https://orcid.org/0009-0008-6851-0353"},"institutions":[{"id":"https://openalex.org/I2799798094","display_name":"UCLA Health","ror":"https://ror.org/01d88se56","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I2799798094"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Rajdeep Mondal","raw_affiliation_strings":["UCLA, Los Angeles, California, USA"],"raw_orcid":"https://orcid.org/0009-0008-6851-0353","affiliations":[{"raw_affiliation_string":"UCLA, Los Angeles, California, USA","institution_ids":["https://openalex.org/I2799798094"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091080723","display_name":"Nikolaj Bj\u00f8rner","orcid":"https://orcid.org/0000-0002-1695-2810"},"institutions":[{"id":"https://openalex.org/I1290206253","display_name":"Microsoft (United States)","ror":"https://ror.org/00d0nc645","country_code":"US","type":"company","lineage":["https://openalex.org/I1290206253"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Nikolaj Bjorner","raw_affiliation_strings":["Microsoft, Redmond, WA, USA"],"raw_orcid":"https://orcid.org/0000-0002-1695-2810","affiliations":[{"raw_affiliation_string":"Microsoft, Redmond, WA, USA","institution_ids":["https://openalex.org/I1290206253"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014067492","display_name":"Todd Millstein","orcid":"https://orcid.org/0000-0002-2031-1514"},"institutions":[{"id":"https://openalex.org/I2799798094","display_name":"UCLA Health","ror":"https://ror.org/01d88se56","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I2799798094"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Todd Millstein","raw_affiliation_strings":["UCLA, Los Angeles, CA, USA"],"raw_orcid":"https://orcid.org/0000-0002-2031-1514","affiliations":[{"raw_affiliation_string":"UCLA, Los Angeles, CA, USA","institution_ids":["https://openalex.org/I2799798094"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043386615","display_name":"Alan Tang","orcid":"https://orcid.org/0009-0000-9696-2914"},"institutions":[{"id":"https://openalex.org/I1290206253","display_name":"Microsoft (United States)","ror":"https://ror.org/00d0nc645","country_code":"US","type":"company","lineage":["https://openalex.org/I1290206253"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Alan Tang","raw_affiliation_strings":["Microsoft, Redmond, WA, USA"],"raw_orcid":"https://orcid.org/0009-0000-9696-2914","affiliations":[{"raw_affiliation_string":"Microsoft, Redmond, WA, USA","institution_ids":["https://openalex.org/I1290206253"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5102730096","display_name":"George Varghese","orcid":"https://orcid.org/0000-0002-8218-5701"},"institutions":[{"id":"https://openalex.org/I2799798094","display_name":"UCLA Health","ror":"https://ror.org/01d88se56","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I2799798094"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"George Varghese","raw_affiliation_strings":["UCLA, Los Angeles, CA, USA"],"raw_orcid":"https://orcid.org/0000-0002-8218-5701","affiliations":[{"raw_affiliation_string":"UCLA, Los Angeles, CA, USA","institution_ids":["https://openalex.org/I2799798094"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5003203946"],"corresponding_institution_ids":["https://openalex.org/I2799798094"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.38436432,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"176","last_page":"183"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10714","display_name":"Software-Defined Networks and 5G","score":0.7773000001907349,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T10714","display_name":"Software-Defined Networks and 5G","score":0.7773000001907349,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T12127","display_name":"Software System Performance and Reliability","score":0.05719999969005585,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T12326","display_name":"Network Packet Processing and Optimization","score":0.021800000220537186,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"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/ambiguity","display_name":"Ambiguity","score":0.8614000082015991},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.6378999948501587},{"id":"https://openalex.org/keywords/header","display_name":"Header","score":0.5820000171661377},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.5493999719619751},{"id":"https://openalex.org/keywords/routing","display_name":"Routing (electronic design automation)","score":0.33959999680519104},{"id":"https://openalex.org/keywords/user-interface","display_name":"User interface","score":0.3149999976158142}],"concepts":[{"id":"https://openalex.org/C2780522230","wikidata":"https://www.wikidata.org/wiki/Q1140419","display_name":"Ambiguity","level":2,"score":0.8614000082015991},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7594000101089478},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.6378999948501587},{"id":"https://openalex.org/C48105269","wikidata":"https://www.wikidata.org/wiki/Q1141160","display_name":"Header","level":2,"score":0.5820000171661377},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.5493999719619751},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.4065999984741211},{"id":"https://openalex.org/C74172769","wikidata":"https://www.wikidata.org/wiki/Q1446839","display_name":"Routing (electronic design automation)","level":2,"score":0.33959999680519104},{"id":"https://openalex.org/C89505385","wikidata":"https://www.wikidata.org/wiki/Q47146","display_name":"User interface","level":2,"score":0.3149999976158142},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.30809998512268066},{"id":"https://openalex.org/C2780378061","wikidata":"https://www.wikidata.org/wiki/Q25351891","display_name":"Service (business)","level":2,"score":0.28999999165534973},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.2867000102996826},{"id":"https://openalex.org/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"score":0.2732999920845032},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.27309998869895935},{"id":"https://openalex.org/C2987015589","wikidata":"https://www.wikidata.org/wiki/Q1040098","display_name":"Learning network","level":2,"score":0.26739999651908875}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3772356.3772402","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3772356.3772402","pdf_url":null,"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 24th ACM Workshop on Hot Topics in Networks","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3772356.3772402","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3772356.3772402","pdf_url":null,"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 24th ACM Workshop on Hot Topics in Networks","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G8852396577","display_name":null,"funder_award_id":"CNS-2402958","funder_id":"https://openalex.org/F4320306076","funder_display_name":"National Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320306076","display_name":"National Science Foundation","ror":"https://ror.org/021nxhr62"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W2488197787","https://openalex.org/W2492337463","https://openalex.org/W2552298303","https://openalex.org/W3108015722","https://openalex.org/W3187890719","https://openalex.org/W3190656508","https://openalex.org/W4251246057","https://openalex.org/W4386385142","https://openalex.org/W4388629193","https://openalex.org/W4388936636","https://openalex.org/W4389524313","https://openalex.org/W4400490116","https://openalex.org/W4400675892","https://openalex.org/W4401176476","https://openalex.org/W4404781513","https://openalex.org/W4407004698","https://openalex.org/W4411015066"],"related_works":[],"abstract_inverted_index":{"Beyond":[0],"hallucinations,":[1],"another":[2],"problem":[3,18],"in":[4,11,19,37,56],"program":[5],"synthesis":[6,27],"using":[7],"LLMs":[8],"is":[9,69],"ambiguity":[10,17,68],"user":[12,53,92,107],"intent.":[13,93],"We":[14,73],"illustrate":[15],"the":[16,41,48],"a":[20,57,70,75,83,87,95],"networking":[21],"context":[22],"for":[23,47],"LLM-based":[24],"incremental":[25],"configuration":[26],"of":[28,44,65],"route":[29],"maps":[30],"and":[31,104],"ACLs.":[32],"Configuration":[33],"stanzas":[34],"frequently":[35],"overlap":[36],"header":[38],"space,":[39],"making":[40],"relative":[42],"priority":[43],"actions":[45],"impossible":[46],"LLM":[49,81],"to":[50,109],"infer":[51],"without":[52],"interaction.":[54],"Measurements":[55],"large":[58],"cloud":[59],"identify":[60],"complex":[61],"ACLs":[62],"with":[63,82],"100s":[64],"overlaps,":[66],"showing":[67],"real":[71],"problem.":[72],"propose":[74],"prototype":[76],"system,":[77],"Clarify,":[78],"augmenting":[79],"an":[80],"new":[84],"module":[85],"called":[86],"Disambiguator":[88],"that":[89],"helps":[90],"elicit":[91],"On":[94],"small":[96],"synthetic":[97],"workload,":[98],"Clarify":[99],"incrementally":[100],"synthesizes":[101],"routing":[102],"policies":[103],"interactively":[105],"disambiguates":[106],"intent":[108],"ensure":[110],"correctness.":[111]},"counts_by_year":[],"updated_date":"2025-11-28T10:37:23.700371","created_date":"2025-11-17T00:00:00"}