{"id":"https://openalex.org/W4399116034","doi":"https://doi.org/10.1145/3630106.3658966","title":"Laboratory-Scale AI: Open-Weight Models are Competitive with ChatGPT Even in Low-Resource Settings","display_name":"Laboratory-Scale AI: Open-Weight Models are Competitive with ChatGPT Even in Low-Resource Settings","publication_year":2024,"publication_date":"2024-06-03","ids":{"openalex":"https://openalex.org/W4399116034","doi":"https://doi.org/10.1145/3630106.3658966"},"language":"en","primary_location":{"id":"doi:10.1145/3630106.3658966","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3630106.3658966","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3630106.3658966","source":null,"license":"cc-by-nc-sa","license_id":"https://openalex.org/licenses/cc-by-nc-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The 2024 ACM Conference on Fairness, Accountability, and Transparency","raw_type":"proceedings-article"},"type":"preprint","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3630106.3658966","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5037981078","display_name":"Robert Wolfe","orcid":"https://orcid.org/0000-0001-7133-695X"},"institutions":[{"id":"https://openalex.org/I201448701","display_name":"University of Washington","ror":"https://ror.org/00cvxb145","country_code":"US","type":"education","lineage":["https://openalex.org/I201448701"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Robert Wolfe","raw_affiliation_strings":["University of Washington, United States"],"raw_orcid":"https://orcid.org/0000-0001-7133-695X","affiliations":[{"raw_affiliation_string":"University of Washington, United States","institution_ids":["https://openalex.org/I201448701"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078665583","display_name":"Isaac Slaughter","orcid":"https://orcid.org/0000-0002-1911-2374"},"institutions":[{"id":"https://openalex.org/I201448701","display_name":"University of Washington","ror":"https://ror.org/00cvxb145","country_code":"US","type":"education","lineage":["https://openalex.org/I201448701"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Isaac Slaughter","raw_affiliation_strings":["University of Washington, USA"],"raw_orcid":"https://orcid.org/0000-0002-1911-2374","affiliations":[{"raw_affiliation_string":"University of Washington, USA","institution_ids":["https://openalex.org/I201448701"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102741786","display_name":"Bin Han","orcid":"https://orcid.org/0000-0002-5280-9456"},"institutions":[{"id":"https://openalex.org/I201448701","display_name":"University of Washington","ror":"https://ror.org/00cvxb145","country_code":"US","type":"education","lineage":["https://openalex.org/I201448701"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Bin Han","raw_affiliation_strings":["University of Washington, USA"],"raw_orcid":"https://orcid.org/0000-0002-5280-9456","affiliations":[{"raw_affiliation_string":"University of Washington, USA","institution_ids":["https://openalex.org/I201448701"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100683065","display_name":"Bingbing Wen","orcid":"https://orcid.org/0000-0001-7980-9555"},"institutions":[{"id":"https://openalex.org/I201448701","display_name":"University of Washington","ror":"https://ror.org/00cvxb145","country_code":"US","type":"education","lineage":["https://openalex.org/I201448701"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Bingbing Wen","raw_affiliation_strings":["University of Washington, USA"],"raw_orcid":"https://orcid.org/0000-0001-7980-9555","affiliations":[{"raw_affiliation_string":"University of Washington, USA","institution_ids":["https://openalex.org/I201448701"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101822453","display_name":"Yiwei Yang","orcid":"https://orcid.org/0009-0008-0136-6465"},"institutions":[{"id":"https://openalex.org/I201448701","display_name":"University of Washington","ror":"https://ror.org/00cvxb145","country_code":"US","type":"education","lineage":["https://openalex.org/I201448701"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yiwei Yang","raw_affiliation_strings":["University of Washington, USA"],"raw_orcid":"https://orcid.org/0009-0008-0136-6465","affiliations":[{"raw_affiliation_string":"University of Washington, USA","institution_ids":["https://openalex.org/I201448701"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068868453","display_name":"Lucas Rosenblatt","orcid":null},"institutions":[{"id":"https://openalex.org/I57206974","display_name":"New York University","ror":"https://ror.org/0190ak572","country_code":"US","type":"education","lineage":["https://openalex.org/I57206974"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Lucas Rosenblatt","raw_affiliation_strings":["New York University, USA"],"raw_orcid":"https://orcid.org/0000-0001-6952-4361","affiliations":[{"raw_affiliation_string":"New York University, USA","institution_ids":["https://openalex.org/I57206974"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084772545","display_name":"Bernease Herman","orcid":"https://orcid.org/0000-0002-5453-4994"},"institutions":[{"id":"https://openalex.org/I201448701","display_name":"University of Washington","ror":"https://ror.org/00cvxb145","country_code":"US","type":"education","lineage":["https://openalex.org/I201448701"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Bernease Herman","raw_affiliation_strings":["University of Washington, USA"],"raw_orcid":"https://orcid.org/0000-0002-5453-4994","affiliations":[{"raw_affiliation_string":"University of Washington, USA","institution_ids":["https://openalex.org/I201448701"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087896059","display_name":"Eva Maxfield Brown","orcid":"https://orcid.org/0000-0003-2564-0373"},"institutions":[{"id":"https://openalex.org/I201448701","display_name":"University of Washington","ror":"https://ror.org/00cvxb145","country_code":"US","type":"education","lineage":["https://openalex.org/I201448701"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Eva Brown","raw_affiliation_strings":["University of Washington, USA"],"raw_orcid":"https://orcid.org/0000-0003-2564-0373","affiliations":[{"raw_affiliation_string":"University of Washington, USA","institution_ids":["https://openalex.org/I201448701"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076643407","display_name":"Zening Qu","orcid":"https://orcid.org/0009-0004-5313-0076"},"institutions":[{"id":"https://openalex.org/I201448701","display_name":"University of Washington","ror":"https://ror.org/00cvxb145","country_code":"US","type":"education","lineage":["https://openalex.org/I201448701"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Zening Qu","raw_affiliation_strings":["University of Washington, USA"],"raw_orcid":"https://orcid.org/0009-0004-5313-0076","affiliations":[{"raw_affiliation_string":"University of Washington, USA","institution_ids":["https://openalex.org/I201448701"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085874183","display_name":"Nicholas Weber","orcid":"https://orcid.org/0000-0002-6008-3763"},"institutions":[{"id":"https://openalex.org/I201448701","display_name":"University of Washington","ror":"https://ror.org/00cvxb145","country_code":"US","type":"education","lineage":["https://openalex.org/I201448701"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Nic Weber","raw_affiliation_strings":["University of Washington, United States"],"raw_orcid":"https://orcid.org/0000-0002-6008-3763","affiliations":[{"raw_affiliation_string":"University of Washington, United States","institution_ids":["https://openalex.org/I201448701"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5007124763","display_name":"Bill Howe","orcid":"https://orcid.org/0000-0001-8588-8472"},"institutions":[{"id":"https://openalex.org/I201448701","display_name":"University of Washington","ror":"https://ror.org/00cvxb145","country_code":"US","type":"education","lineage":["https://openalex.org/I201448701"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Bill Howe","raw_affiliation_strings":["University of Washington, United States"],"raw_orcid":"https://orcid.org/0000-0001-8588-8472","affiliations":[{"raw_affiliation_string":"University of Washington, United States","institution_ids":["https://openalex.org/I201448701"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":11,"corresponding_author_ids":["https://openalex.org/A5037981078"],"corresponding_institution_ids":["https://openalex.org/I201448701"],"apc_list":null,"apc_paid":null,"fwci":3.254,"has_fulltext":true,"cited_by_count":10,"citation_normalized_percentile":{"value":0.92736767,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1199","last_page":"1210"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9991999864578247,"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/T10764","display_name":"Privacy-Preserving Technologies in Data","score":0.9991999864578247,"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/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.9986000061035156,"subfield":{"id":"https://openalex.org/subfields/2718","display_name":"Health Informatics"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T12026","display_name":"Explainable Artificial Intelligence (XAI)","score":0.9818000197410583,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/adaptability","display_name":"Adaptability","score":0.6308954954147339},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6245918869972229},{"id":"https://openalex.org/keywords/transparency","display_name":"Transparency (behavior)","score":0.6168391108512878},{"id":"https://openalex.org/keywords/generalization","display_name":"Generalization","score":0.4696240723133087},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.46295979619026184},{"id":"https://openalex.org/keywords/profit","display_name":"Profit (economics)","score":0.4394654333591461},{"id":"https://openalex.org/keywords/open-data","display_name":"Open data","score":0.4200684130191803},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.35225164890289307},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3346794843673706},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.27852845191955566},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.17766031622886658},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.1695740520954132},{"id":"https://openalex.org/keywords/microeconomics","display_name":"Microeconomics","score":0.14637646079063416},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.10494133830070496}],"concepts":[{"id":"https://openalex.org/C177606310","wikidata":"https://www.wikidata.org/wiki/Q5674297","display_name":"Adaptability","level":2,"score":0.6308954954147339},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6245918869972229},{"id":"https://openalex.org/C2780233690","wikidata":"https://www.wikidata.org/wiki/Q535347","display_name":"Transparency (behavior)","level":2,"score":0.6168391108512878},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.4696240723133087},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.46295979619026184},{"id":"https://openalex.org/C181622380","wikidata":"https://www.wikidata.org/wiki/Q26911","display_name":"Profit (economics)","level":2,"score":0.4394654333591461},{"id":"https://openalex.org/C2780535194","wikidata":"https://www.wikidata.org/wiki/Q309901","display_name":"Open data","level":2,"score":0.4200684130191803},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.35225164890289307},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3346794843673706},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.27852845191955566},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.17766031622886658},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.1695740520954132},{"id":"https://openalex.org/C175444787","wikidata":"https://www.wikidata.org/wiki/Q39072","display_name":"Microeconomics","level":1,"score":0.14637646079063416},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.10494133830070496},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1145/3630106.3658966","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3630106.3658966","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3630106.3658966","source":null,"license":"cc-by-nc-sa","license_id":"https://openalex.org/licenses/cc-by-nc-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The 2024 ACM Conference on Fairness, Accountability, and Transparency","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:2405.16820","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2405.16820","pdf_url":"https://arxiv.org/pdf/2405.16820","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":"cc-by-nc-sa","license_id":"https://openalex.org/licenses/cc-by-nc-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"}],"best_oa_location":{"id":"doi:10.1145/3630106.3658966","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3630106.3658966","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3630106.3658966","source":null,"license":"cc-by-nc-sa","license_id":"https://openalex.org/licenses/cc-by-nc-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"The 2024 ACM Conference on Fairness, Accountability, and Transparency","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4399116034.pdf"},"referenced_works_count":28,"referenced_works":["https://openalex.org/W1593271688","https://openalex.org/W2041439319","https://openalex.org/W2473418344","https://openalex.org/W2477907264","https://openalex.org/W2974948251","https://openalex.org/W2979826702","https://openalex.org/W2981664222","https://openalex.org/W3099950029","https://openalex.org/W3112486745","https://openalex.org/W3133702157","https://openalex.org/W3162922479","https://openalex.org/W3174220540","https://openalex.org/W3176828726","https://openalex.org/W4221143046","https://openalex.org/W4226278401","https://openalex.org/W4321521234","https://openalex.org/W4322766882","https://openalex.org/W4365512576","https://openalex.org/W4378232928","https://openalex.org/W4384261711","https://openalex.org/W4384662964","https://openalex.org/W4385571763","https://openalex.org/W4386566731","https://openalex.org/W4389520790","https://openalex.org/W4390052109","https://openalex.org/W4392044798","https://openalex.org/W4404518481","https://openalex.org/W6778883912"],"related_works":["https://openalex.org/W2357124094","https://openalex.org/W2387399993","https://openalex.org/W2389739210","https://openalex.org/W2348924972","https://openalex.org/W2365736347","https://openalex.org/W2047454415","https://openalex.org/W2070040999","https://openalex.org/W2105854671","https://openalex.org/W4362646606","https://openalex.org/W4210489535"],"abstract_inverted_index":{"The":[0],"rapid":[1],"proliferation":[2],"of":[3,12,26,58],"generative":[4],"AI":[5],"has":[6],"raised":[7],"questions":[8],"about":[9],"the":[10,61],"competitiveness":[11],"lower-parameter,":[13],"locally":[14],"tunable,":[15],"open-weight":[16,66],"models":[17,23,47],"relative":[18],"to":[19],"high-parameter,":[20],"API-guarded,":[21],"closed-weight":[22,46],"in":[24,38,64,69],"terms":[25],"performance,":[27],"domain":[28],"adaptation,":[29],"cost,":[30],"and":[31,41,56,71],"generalization.":[32],"Centering":[33],"under-resourced":[34],"yet":[35],"risk-intolerant":[36],"settings":[37],"government,":[39],"research,":[40],"healthcare,":[42],"we":[43],"see":[44],"for-profit":[45],"as":[48],"incompatible":[49],"with":[50],"requirements":[51],"for":[52],"transparency,":[53],"privacy,":[54],"adaptability,":[55],"standards":[57],"evidence.":[59],"Yet":[60],"performance":[62],"penalty":[63],"using":[65],"models,":[67],"especially":[68],"low-data":[70],"low-resource":[72],"settings,":[73],"is":[74],"unclear.":[75]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":8}],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2024-05-29T00:00:00"}
