{"id":"https://openalex.org/W4394907038","doi":"https://doi.org/10.48550/arxiv.2404.10102","title":"Chinchilla Scaling: A replication attempt","display_name":"Chinchilla Scaling: A replication attempt","publication_year":2024,"publication_date":"2024-04-15","ids":{"openalex":"https://openalex.org/W4394907038","doi":"https://doi.org/10.48550/arxiv.2404.10102"},"language":"en","primary_location":{"id":"pmh:oai:arXiv.org:2404.10102","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2404.10102","pdf_url":"https://arxiv.org/pdf/2404.10102","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","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},"type":"preprint","indexed_in":["arxiv","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2404.10102","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5009016780","display_name":"Tamay Besiroglu","orcid":"https://orcid.org/0000-0001-5808-3185"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Besiroglu, Tamay","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046272938","display_name":"Ege Erdil","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Erdil, Ege","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111175763","display_name":"Matthew Barnett","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Barnett, Matthew","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5101338652","display_name":"Josh You","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"You, Josh","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":null,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":null,"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/T13142","display_name":"GABA and Rice Research","score":0.10369999706745148,"subfield":{"id":"https://openalex.org/subfields/1110","display_name":"Plant Science"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T13142","display_name":"GABA and Rice Research","score":0.10369999706745148,"subfield":{"id":"https://openalex.org/subfields/1110","display_name":"Plant Science"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/replication","display_name":"Replication (statistics)","score":0.8269262313842773},{"id":"https://openalex.org/keywords/chinchilla","display_name":"Chinchilla","score":0.7696160078048706},{"id":"https://openalex.org/keywords/scaling","display_name":"Scaling","score":0.5166450142860413},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.47722771763801575},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.3527463674545288},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.21109774708747864},{"id":"https://openalex.org/keywords/virology","display_name":"Virology","score":0.08778303861618042},{"id":"https://openalex.org/keywords/paleontology","display_name":"Paleontology","score":0.08127626776695251},{"id":"https://openalex.org/keywords/geometry","display_name":"Geometry","score":0.05312764644622803}],"concepts":[{"id":"https://openalex.org/C12590798","wikidata":"https://www.wikidata.org/wiki/Q3933199","display_name":"Replication (statistics)","level":2,"score":0.8269262313842773},{"id":"https://openalex.org/C2779415040","wikidata":"https://www.wikidata.org/wiki/Q192930","display_name":"Chinchilla","level":2,"score":0.7696160078048706},{"id":"https://openalex.org/C99844830","wikidata":"https://www.wikidata.org/wiki/Q102441924","display_name":"Scaling","level":2,"score":0.5166450142860413},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.47722771763801575},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.3527463674545288},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.21109774708747864},{"id":"https://openalex.org/C159047783","wikidata":"https://www.wikidata.org/wiki/Q7215","display_name":"Virology","level":1,"score":0.08778303861618042},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.08127626776695251},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.05312764644622803}],"mesh":[],"locations_count":2,"locations":[{"id":"pmh:oai:arXiv.org:2404.10102","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2404.10102","pdf_url":"https://arxiv.org/pdf/2404.10102","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","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},{"id":"doi:10.48550/arxiv.2404.10102","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2404.10102","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2404.10102","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2404.10102","pdf_url":"https://arxiv.org/pdf/2404.10102","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","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4394907038.pdf"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2748952813","https://openalex.org/W4391375266","https://openalex.org/W2082860237","https://openalex.org/W2016373662","https://openalex.org/W2119695867","https://openalex.org/W2130076355","https://openalex.org/W1990804418","https://openalex.org/W1993764875","https://openalex.org/W2046158694","https://openalex.org/W2788277189"],"abstract_inverted_index":{"Hoffmann":[0,105],"et":[1,106],"al.":[2,107],"(2022)":[3],"propose":[4],"three":[5],"methods":[6],"for":[7],"estimating":[8],"a":[9,24,29],"compute-optimal":[10],"scaling":[11,83],"law.":[12],"We":[13,36],"attempt":[14],"to":[15,28],"replicate":[16],"their":[17,34,45],"third":[18,87],"estimation":[19,48,101],"procedure,":[20],"which":[21],"involves":[22],"fitting":[23,52],"parametric":[25],"loss":[26],"function":[27],"reconstruction":[30],"of":[31,81],"data":[32],"from":[33,97],"plots.":[35],"find":[37],"that":[38,91],"the":[39,53,82,86,95,98],"reported":[40],"estimates":[41],"are":[42,92],"inconsistent":[43],"with":[44,94],"first":[46,99],"two":[47,100],"methods,":[49],"fail":[50],"at":[51],"extracted":[54],"data,":[55],"and":[56],"report":[57],"implausibly":[58],"narrow":[59,63],"confidence":[60],"intervals--intervals":[61],"this":[62],"would":[64],"require":[65],"over":[66],"600,000":[67],"experiments,":[68],"while":[69],"they":[70],"likely":[71],"only":[72],"ran":[73],"fewer":[74],"than":[75],"500.":[76],"In":[77],"contrast,":[78],"our":[79],"rederivation":[80],"law":[84],"using":[85],"approach":[88],"yields":[89],"results":[90],"compatible":[93],"findings":[96],"procedures":[102],"described":[103],"by":[104]},"counts_by_year":[],"updated_date":"2026-07-01T06:00:48.157686","created_date":"2025-10-10T00:00:00"}
