{"id":"https://openalex.org/W4407783529","doi":"https://doi.org/10.1109/comsnets63942.2025.10885603","title":"Few-Shot Learning for Structure Extraction from Heterogeneous Log Data","display_name":"Few-Shot Learning for Structure Extraction from Heterogeneous Log Data","publication_year":2025,"publication_date":"2025-01-06","ids":{"openalex":"https://openalex.org/W4407783529","doi":"https://doi.org/10.1109/comsnets63942.2025.10885603"},"language":"en","primary_location":{"id":"doi:10.1109/comsnets63942.2025.10885603","is_oa":false,"landing_page_url":"https://doi.org/10.1109/comsnets63942.2025.10885603","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 17th International Conference on COMmunication Systems and NETworks (COMSNETS)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5035810078","display_name":"Pranjal Gupta","orcid":"https://orcid.org/0000-0002-0344-0859"},"institutions":[{"id":"https://openalex.org/I4210103279","display_name":"IBM Research - India","ror":"https://ror.org/014wt7r80","country_code":"IN","type":"facility","lineage":["https://openalex.org/I1341412227","https://openalex.org/I4210103279","https://openalex.org/I4210114115"]}],"countries":["IN"],"is_corresponding":true,"raw_author_name":"Pranjal Gupta","raw_affiliation_strings":["IBM Research,India"],"affiliations":[{"raw_affiliation_string":"IBM Research,India","institution_ids":["https://openalex.org/I4210103279"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029459179","display_name":"Debanjana Kar","orcid":"https://orcid.org/0009-0004-2878-5433"},"institutions":[{"id":"https://openalex.org/I4210103279","display_name":"IBM Research - India","ror":"https://ror.org/014wt7r80","country_code":"IN","type":"facility","lineage":["https://openalex.org/I1341412227","https://openalex.org/I4210103279","https://openalex.org/I4210114115"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Debanjana Kar","raw_affiliation_strings":["IBM Research,India"],"affiliations":[{"raw_affiliation_string":"IBM Research,India","institution_ids":["https://openalex.org/I4210103279"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103451559","display_name":"Harshit Kumar","orcid":null},"institutions":[{"id":"https://openalex.org/I4210103279","display_name":"IBM Research - India","ror":"https://ror.org/014wt7r80","country_code":"IN","type":"facility","lineage":["https://openalex.org/I1341412227","https://openalex.org/I4210103279","https://openalex.org/I4210114115"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Harshit Kumar","raw_affiliation_strings":["IBM Research,India"],"affiliations":[{"raw_affiliation_string":"IBM Research,India","institution_ids":["https://openalex.org/I4210103279"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109508156","display_name":"Prateeti Mohapatra","orcid":null},"institutions":[{"id":"https://openalex.org/I4210103279","display_name":"IBM Research - India","ror":"https://ror.org/014wt7r80","country_code":"IN","type":"facility","lineage":["https://openalex.org/I1341412227","https://openalex.org/I4210103279","https://openalex.org/I4210114115"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Prateeti Mohapatra","raw_affiliation_strings":["IBM Research,India"],"affiliations":[{"raw_affiliation_string":"IBM Research,India","institution_ids":["https://openalex.org/I4210103279"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5103269540","display_name":"Pooja Aggarwal","orcid":null},"institutions":[{"id":"https://openalex.org/I4210103279","display_name":"IBM Research - India","ror":"https://ror.org/014wt7r80","country_code":"IN","type":"facility","lineage":["https://openalex.org/I1341412227","https://openalex.org/I4210103279","https://openalex.org/I4210114115"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Pooja Aggarwal","raw_affiliation_strings":["IBM Research,India"],"affiliations":[{"raw_affiliation_string":"IBM Research,India","institution_ids":["https://openalex.org/I4210103279"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5035810078"],"corresponding_institution_ids":["https://openalex.org/I4210103279"],"apc_list":null,"apc_paid":null,"fwci":2.015,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.79706537,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"694","last_page":"702"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10271","display_name":"Seismic Imaging and Inversion Techniques","score":0.8970000147819519,"subfield":{"id":"https://openalex.org/subfields/1908","display_name":"Geophysics"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10271","display_name":"Seismic Imaging and Inversion Techniques","score":0.8970000147819519,"subfield":{"id":"https://openalex.org/subfields/1908","display_name":"Geophysics"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10161","display_name":"Rock Mechanics and Modeling","score":0.8925999999046326,"subfield":{"id":"https://openalex.org/subfields/2211","display_name":"Mechanics of Materials"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10892","display_name":"Drilling and Well Engineering","score":0.8672999739646912,"subfield":{"id":"https://openalex.org/subfields/2212","display_name":"Ocean Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6944530010223389},{"id":"https://openalex.org/keywords/shot","display_name":"Shot (pellet)","score":0.5936384797096252},{"id":"https://openalex.org/keywords/extraction","display_name":"Extraction (chemistry)","score":0.5823286771774292},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4398239552974701},{"id":"https://openalex.org/keywords/materials-science","display_name":"Materials science","score":0.1200709342956543},{"id":"https://openalex.org/keywords/chemistry","display_name":"Chemistry","score":0.06781166791915894},{"id":"https://openalex.org/keywords/chromatography","display_name":"Chromatography","score":0.06247928738594055}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6944530010223389},{"id":"https://openalex.org/C2778344882","wikidata":"https://www.wikidata.org/wiki/Q278938","display_name":"Shot (pellet)","level":2,"score":0.5936384797096252},{"id":"https://openalex.org/C4725764","wikidata":"https://www.wikidata.org/wiki/Q844704","display_name":"Extraction (chemistry)","level":2,"score":0.5823286771774292},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4398239552974701},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.1200709342956543},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.06781166791915894},{"id":"https://openalex.org/C43617362","wikidata":"https://www.wikidata.org/wiki/Q170050","display_name":"Chromatography","level":1,"score":0.06247928738594055},{"id":"https://openalex.org/C191897082","wikidata":"https://www.wikidata.org/wiki/Q11467","display_name":"Metallurgy","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/comsnets63942.2025.10885603","is_oa":false,"landing_page_url":"https://doi.org/10.1109/comsnets63942.2025.10885603","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 17th International Conference on COMmunication Systems and NETworks (COMSNETS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":26,"referenced_works":["https://openalex.org/W1661413208","https://openalex.org/W1994625872","https://openalex.org/W2076809217","https://openalex.org/W2096825029","https://openalex.org/W2102632804","https://openalex.org/W2153470728","https://openalex.org/W2208211896","https://openalex.org/W2406945108","https://openalex.org/W2536393303","https://openalex.org/W2754665629","https://openalex.org/W2767094836","https://openalex.org/W2963999143","https://openalex.org/W3018898752","https://openalex.org/W3041215671","https://openalex.org/W3109707552","https://openalex.org/W3183619936","https://openalex.org/W4206192903","https://openalex.org/W4210255435","https://openalex.org/W4213251304","https://openalex.org/W4221079409","https://openalex.org/W4384345673","https://openalex.org/W4387005290","https://openalex.org/W4401943827","https://openalex.org/W6607033298","https://openalex.org/W6732386721","https://openalex.org/W6755207826"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2074502265","https://openalex.org/W4214877189","https://openalex.org/W2773965352","https://openalex.org/W2381179799","https://openalex.org/W2980279061","https://openalex.org/W2334685461","https://openalex.org/W2366718574"],"abstract_inverted_index":{"Log":[0],"parsing,":[1,53],"especially":[2],"the":[3,29,35,44],"identification":[4],"of":[5,31,43,46],"variables/entities":[6],"and":[7,13,27,60,93,102],"their":[8],"types,":[9],"provides":[10],"important":[11],"information":[12],"cues":[14],"from":[15,77],"log":[16,52,70],"data":[17],"that":[18,72],"can":[19,73],"help":[20],"Site":[21],"Reliability":[22],"Engineers":[23],"(SREs)":[24],"diagnose":[25],"failures":[26],"monitor":[28],"health":[30],"applications":[32],"deployed":[33],"in":[34,104],"cloud.":[36],"This":[37,85],"paper":[38],"presents":[39],"a":[40,68,95],"comprehensive":[41],"study":[42],"impact":[45],"various":[47],"few-shot":[48],"learning":[49,58],"techniques":[50],"for":[51],"comparing":[54],"rule-based":[55],"methods,":[56],"machine":[57],"models,":[59],"transformer-based":[61],"approaches.":[62],"The":[63],"aim":[64],"is":[65],"to":[66,98],"develop":[67],"universal":[69],"parser":[71],"extract":[74],"complex":[75],"entities":[76],"unseen":[78],"logs,":[79],"facilitating":[80],"more":[81],"efficient":[82],"fault":[83],"diagnosis.":[84],"work":[86],"introduces":[87],"17":[88],"novel":[89],"log-specific":[90],"entity":[91],"types":[92],"releases":[94],"new":[96],"dataset":[97],"support":[99],"future":[100],"research":[101],"development":[103],"this":[105],"domain.":[106]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2025-12-19T19:40:27.379048","created_date":"2025-10-10T00:00:00"}