{"id":"https://openalex.org/W7165656363","doi":"https://doi.org/10.48550/arxiv.2606.21005","title":"Building Agent Harnesses for Scientific Curation from Multimodal Sources","display_name":"Building Agent Harnesses for Scientific Curation from Multimodal Sources","publication_year":2026,"publication_date":"2026-06-19","ids":{"openalex":"https://openalex.org/W7165656363","doi":"https://doi.org/10.48550/arxiv.2606.21005"},"language":null,"primary_location":{"id":"doi:10.48550/arxiv.2606.21005","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2606.21005","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":false,"raw_source_name":null,"raw_type":"Preprint"},"type":"preprint","indexed_in":["datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.48550/arxiv.2606.21005","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5139127264","display_name":"Sheng Zhang","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhang, Sheng","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5139172178","display_name":"Qin Liu","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Liu, Qin","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030131487","display_name":"Renqian Luo","orcid":"https://orcid.org/0000-0002-9062-3484"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Luo, Renqian","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5139213865","display_name":"Shufang Xie","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Xie, Shufang","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5139161813","display_name":"Reuben Tan","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Tan, Reuben","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5139172411","display_name":"Sean Hayes","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Hayes, Sean","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5127811377","display_name":"Gregory Bryman","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Bryman, Gregory","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074337796","display_name":"Wendong Ge","orcid":"https://orcid.org/0000-0003-1557-5336"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ge, Wendong","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5139180757","display_name":"Roxy Zhang","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhang, Ruilian","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5139215316","display_name":"Oluwaseun Egbelowo","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Egbelowo, Oluwaseun","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029207099","display_name":"Kelly Yee","orcid":"https://orcid.org/0000-0002-2975-7678"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yee, Kelly","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5019494985","display_name":"Hoifung Poon","orcid":"https://orcid.org/0000-0002-9067-0918"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Poon, Hoifung","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":false,"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/T11986","display_name":"Scientific Computing and Data Management","score":0.5979999899864197,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11986","display_name":"Scientific Computing and Data Management","score":0.5979999899864197,"subfield":{"id":"https://openalex.org/subfields/1802","display_name":"Information Systems and Management"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11710","display_name":"Biomedical Text Mining and Ontologies","score":0.121799997985363,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T11948","display_name":"Machine Learning in Materials Science","score":0.08760000020265579,"subfield":{"id":"https://openalex.org/subfields/2505","display_name":"Materials Chemistry"},"field":{"id":"https://openalex.org/fields/25","display_name":"Materials Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/data-curation","display_name":"Data curation","score":0.8392999768257141},{"id":"https://openalex.org/keywords/workflow","display_name":"Workflow","score":0.7803000211715698},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.6310999989509583},{"id":"https://openalex.org/keywords/digital-curation","display_name":"Digital curation","score":0.4708000123500824},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.46389999985694885},{"id":"https://openalex.org/keywords/copying","display_name":"Copying","score":0.45820000767707825}],"concepts":[{"id":"https://openalex.org/C91632574","wikidata":"https://www.wikidata.org/wiki/Q15088675","display_name":"Data curation","level":2,"score":0.8392999768257141},{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.7803000211715698},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6990000009536743},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.6310999989509583},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.47130000591278076},{"id":"https://openalex.org/C2775953033","wikidata":"https://www.wikidata.org/wiki/Q5276060","display_name":"Digital curation","level":2,"score":0.4708000123500824},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.46389999985694885},{"id":"https://openalex.org/C2779151265","wikidata":"https://www.wikidata.org/wiki/Q1156791","display_name":"Copying","level":2,"score":0.45820000767707825},{"id":"https://openalex.org/C155911762","wikidata":"https://www.wikidata.org/wiki/Q422321","display_name":"Blueprint","level":2,"score":0.3425999879837036},{"id":"https://openalex.org/C23123220","wikidata":"https://www.wikidata.org/wiki/Q816826","display_name":"Information retrieval","level":1,"score":0.29490000009536743},{"id":"https://openalex.org/C2780385302","wikidata":"https://www.wikidata.org/wiki/Q367158","display_name":"Protocol (science)","level":3,"score":0.29249998927116394},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.2888999879360199},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.28139999508857727},{"id":"https://openalex.org/C168167062","wikidata":"https://www.wikidata.org/wiki/Q1117970","display_name":"Component (thermodynamics)","level":2,"score":0.26080000400543213},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.25600001215934753}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.48550/arxiv.2606.21005","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2606.21005","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":"doi:10.48550/arxiv.2606.21005","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2606.21005","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":false,"raw_source_name":null,"raw_type":"Preprint"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Scientific":[0],"discovery":[1],"workflows":[2],"often":[3,34],"depend":[4],"on":[5,120,165],"structured":[6,62],"curation":[7,50,91,180],"from":[8,51,64,181],"the":[9,18,31,71,162],"literature.":[10],"This":[11],"is":[12,21,188],"difficult":[13],"for":[14,178],"current":[15],"agents":[16,136],"because":[17],"key":[19],"evidence":[20,39,81,148],"scattered":[22],"across":[23,37],"long":[24],"text,":[25],"dense":[26],"tables,":[27],"and":[28,30,54,85,97,110,150,172],"figures,":[29],"final":[32],"records":[33],"require":[35,169],"reasoning":[36,171],"multiple":[38],"fragments":[40],"rather":[41],"than":[42],"copying":[43],"a":[44,76,93,189],"single":[45],"span.":[46],"We":[47],"study":[48],"scientific":[49,65,179],"multimodal":[52,80,147,184],"sources":[53],"introduce":[55],"Beaver,":[56],"an":[57,99,125],"agent":[58,78,193],"harness":[59,112,186],"that":[60,116,144,168],"extracts":[61],"information":[63],"papers":[66,182],"while":[67,158],"preserving":[68],"provenance":[69,151],"to":[70,156],"supporting":[72],"evidence.":[73],"Beaver":[74,117],"combines":[75],"frontier":[77,135],"with":[79,130,183],"tooling,":[82,149],"task":[83,145],"scaffolding,":[84,146],"artifact-grounded":[86],"autoresearch.":[87],"These":[88,174],"components":[89],"turn":[90],"into":[92],"staged,":[94],"auditable":[95],"workflow":[96],"enable":[98],"iterative":[100],"evaluate--diagnose--revise":[101],"loop,":[102],"where":[103],"persistent":[104],"run":[105],"artifacts":[106],"expose":[107],"stage-localized":[108],"failures":[109],"guide":[111],"updates.":[113],"Experiments":[114],"show":[115,143,176],"reaches":[118],"81.0":[119],"Gold-Referenced":[121],"Attribute":[122],"Score":[123],"(GRAS),":[124],"attribute-level":[126,159],"measure":[127],"of":[128,192],"agreement":[129],"gold":[131],"curated":[132],"records,":[133],"outperforming":[134],"by":[137],"over":[138],"23":[139],"absolute":[140],"points.":[141],"Ablations":[142],"traces":[152],"each":[153],"contribute":[154],"meaningfully":[155],"performance,":[157],"analysis":[160],"shows":[161],"largest":[163],"gains":[164],"high-value":[166],"attributes":[167],"cross-modal":[170],"normalization.":[173],"results":[175],"that,":[177],"evidence,":[185],"design":[187],"central":[190],"determinant":[191],"performance.":[194]},"counts_by_year":[],"updated_date":"2026-07-18T05:51:51.687321","created_date":"2026-06-24T00:00:00"}