{"id":"https://openalex.org/W7134923696","doi":"https://doi.org/10.1109/icdmw69685.2025.00249","title":"Deploying Reasoning LLMS for Sentiment Analysis: Architecture Trade-Offs on Consumer Hardware","display_name":"Deploying Reasoning LLMS for Sentiment Analysis: Architecture Trade-Offs on Consumer Hardware","publication_year":2025,"publication_date":"2025-11-12","ids":{"openalex":"https://openalex.org/W7134923696","doi":"https://doi.org/10.1109/icdmw69685.2025.00249"},"language":null,"primary_location":{"id":"doi:10.1109/icdmw69685.2025.00249","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icdmw69685.2025.00249","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Data Mining Workshops (ICDMW)","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/A5068938035","display_name":"Donghao Huang","orcid":"https://orcid.org/0009-0005-6767-4872"},"institutions":[{"id":"https://openalex.org/I79891267","display_name":"Singapore Management University","ror":"https://ror.org/050qmg959","country_code":"SG","type":"education","lineage":["https://openalex.org/I79891267"]}],"countries":["SG"],"is_corresponding":true,"raw_author_name":"Donghao Huang","raw_affiliation_strings":["School of Computing and Information Systems, Singapore Management University,Singapore"],"affiliations":[{"raw_affiliation_string":"School of Computing and Information Systems, Singapore Management University,Singapore","institution_ids":["https://openalex.org/I79891267"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5095915782","display_name":"Nicole Teo","orcid":"https://orcid.org/0009-0006-1497-2785"},"institutions":[{"id":"https://openalex.org/I79891267","display_name":"Singapore Management University","ror":"https://ror.org/050qmg959","country_code":"SG","type":"education","lineage":["https://openalex.org/I79891267"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Nicole Teo","raw_affiliation_strings":["School of Computing and Information Systems, Singapore Management University,Singapore"],"affiliations":[{"raw_affiliation_string":"School of Computing and Information Systems, Singapore Management University,Singapore","institution_ids":["https://openalex.org/I79891267"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5128705520","display_name":"Aparna Chekuru","orcid":null},"institutions":[{"id":"https://openalex.org/I4210126839","display_name":"Mastercard (United States)","ror":"https://ror.org/043cxr310","country_code":"US","type":"company","lineage":["https://openalex.org/I4210126839"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Aparna Chekuru","raw_affiliation_strings":["Research and Development, Mastercard,Arlington,VA,USA"],"affiliations":[{"raw_affiliation_string":"Research and Development, Mastercard,Arlington,VA,USA","institution_ids":["https://openalex.org/I4210126839"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5128745055","display_name":"Erin Deutschman","orcid":null},"institutions":[{"id":"https://openalex.org/I4210126839","display_name":"Mastercard (United States)","ror":"https://ror.org/043cxr310","country_code":"US","type":"company","lineage":["https://openalex.org/I4210126839"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Erin Deutschman","raw_affiliation_strings":["Research and Development, Mastercard,Arlington,VA,USA"],"affiliations":[{"raw_affiliation_string":"Research and Development, Mastercard,Arlington,VA,USA","institution_ids":["https://openalex.org/I4210126839"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5107892582","display_name":"Zhaoxia Wang","orcid":null},"institutions":[{"id":"https://openalex.org/I79891267","display_name":"Singapore Management University","ror":"https://ror.org/050qmg959","country_code":"SG","type":"education","lineage":["https://openalex.org/I79891267"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Zhaoxia Wang","raw_affiliation_strings":["School of Computing and Information Systems, Singapore Management University,Singapore"],"affiliations":[{"raw_affiliation_string":"School of Computing and Information Systems, Singapore Management University,Singapore","institution_ids":["https://openalex.org/I79891267"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5068938035"],"corresponding_institution_ids":["https://openalex.org/I79891267"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.88329245,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"2048","last_page":"2055"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.4147000014781952,"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/T10664","display_name":"Sentiment Analysis and Opinion Mining","score":0.4147000014781952,"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/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.053300000727176666,"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/T12127","display_name":"Software System Performance and Reliability","score":0.041099999099969864,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/architecture","display_name":"Architecture","score":0.59170001745224},{"id":"https://openalex.org/keywords/case-based-reasoning","display_name":"Case-based reasoning","score":0.3077000081539154},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.30160000920295715},{"id":"https://openalex.org/keywords/presentation","display_name":"Presentation (obstetrics)","score":0.29100000858306885},{"id":"https://openalex.org/keywords/choice-architecture","display_name":"Choice architecture","score":0.28600001335144043}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5976999998092651},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.59170001745224},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.4074999988079071},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.39719998836517334},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.3140000104904175},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.31049999594688416},{"id":"https://openalex.org/C20162079","wikidata":"https://www.wikidata.org/wiki/Q1151406","display_name":"Case-based reasoning","level":2,"score":0.3077000081539154},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.30160000920295715},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.29429998993873596},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.29249998927116394},{"id":"https://openalex.org/C2777601897","wikidata":"https://www.wikidata.org/wiki/Q3409113","display_name":"Presentation (obstetrics)","level":2,"score":0.29100000858306885},{"id":"https://openalex.org/C2776031354","wikidata":"https://www.wikidata.org/wiki/Q5104029","display_name":"Choice architecture","level":2,"score":0.28600001335144043},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.2851000130176544},{"id":"https://openalex.org/C98025372","wikidata":"https://www.wikidata.org/wiki/Q477538","display_name":"Systems architecture","level":3,"score":0.2797999978065491},{"id":"https://openalex.org/C108827166","wikidata":"https://www.wikidata.org/wiki/Q175975","display_name":"Internet privacy","level":1,"score":0.2718999981880188},{"id":"https://openalex.org/C65232700","wikidata":"https://www.wikidata.org/wiki/Q5656403","display_name":"Hardware architecture","level":3,"score":0.2712000012397766},{"id":"https://openalex.org/C112698675","wikidata":"https://www.wikidata.org/wiki/Q37038","display_name":"Advertising","level":1,"score":0.2705000042915344},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.25870001316070557}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icdmw69685.2025.00249","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icdmw69685.2025.00249","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Conference on Data Mining Workshops (ICDMW)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9","score":0.44470643997192383}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W2061873838","https://openalex.org/W4372260185","https://openalex.org/W4385571452","https://openalex.org/W4390763289","https://openalex.org/W4392558382","https://openalex.org/W4401042286","https://openalex.org/W4405600009","https://openalex.org/W4405760394","https://openalex.org/W4406113679","https://openalex.org/W4408566262","https://openalex.org/W4409363623","https://openalex.org/W4409991746","https://openalex.org/W4411514825","https://openalex.org/W4416250140","https://openalex.org/W7133198832","https://openalex.org/W7133224126"],"related_works":[],"abstract_inverted_index":{"Deploying":[0],"reasoning":[1,26,124],"large":[2],"language":[3],"models":[4,46],"(LLMs)":[5],"for":[6,135],"sentiment":[7,39,139],"analysis":[8,140],"requires":[9],"balancing":[10],"accuracy,":[11],"explainability,":[12],"and":[13,30,71,146],"efficiency":[14],"under":[15],"consumer":[16,87,142],"hardware":[17],"constraints.":[18],"We":[19,60],"present":[20],"a":[21,62,111],"cross-architecture":[22],"evaluation":[23],"of":[24],"three":[25],"model":[27],"families-DeepSeek-R1,":[28],"Qwen3,":[29],"GPT-OSS-spanning":[31],"17":[32],"open-weight":[33],"variants.":[34],"Using":[35],"fine-grained":[36],"Amazon":[37],"Reviews":[38],"classification":[40],"with":[41,98],"few-shot":[42],"prompting,":[43],"we":[44],"benchmark":[45,113],"on":[47,110,141],"an":[48],"RTX":[49],"4090":[50],"Laptop":[51],"GPU":[52,88],"(16":[53],"GB":[54,107],"VRAM)":[55],"to":[56,151],"assess":[57],"deployment":[58],"feasibility.":[59],"introduce":[61],"novel":[63],"metric-Reasoning":[64],"Intensity-to":[65],"capture":[66],"trade-offs":[67],"between":[68],"explanation":[69],"depth":[70],"computational":[72],"cost.":[73],"Results":[74],"show":[75],"that":[76],"GPT-OSS":[77],"achieves":[78],"the":[79,94,99],"highest":[80],"accuracy":[81],"(86.2":[82],"%":[83],"F1)":[84],"but":[85],"exceeds":[86],"memory":[89],"limits,":[90],"while":[91],"Qwen3":[92],"delivers":[93],"most":[95],"practical":[96],"balance,":[97],"8B":[100],"variant":[101],"reaching":[102],"84.8%":[103],"F1":[104,119],"within":[105],"13":[106],"VRAM.":[108],"Evaluation":[109],"contemporary":[112],"reveals":[114],"consistent":[115],"10-15":[116],"percentage":[117],"point":[118],"degradation":[120],"across":[121],"models,":[122],"though":[123],"intensity":[125],"remains":[126],"stable":[127],"over":[128],"time.":[129],"Our":[130],"findings":[131],"provide":[132],"evidence-based":[133],"guidelines":[134],"deploying":[136],"reasoning-enabled,":[137],"privacy-preserving":[138],"hardware.":[143],"Code,":[144],"datasets,":[145],"results":[147],"will":[148],"be":[149],"released":[150],"support":[152],"reproducibility.":[153]},"counts_by_year":[],"updated_date":"2026-03-13T14:20:09.374765","created_date":"2026-03-12T00:00:00"}
