{"id":"https://openalex.org/W4407212464","doi":"https://doi.org/10.18653/v1/2026.findings-acl.1228","title":"Position: Multimodal Large Language Models Can Significantly Advance Scientific Reasoning","display_name":"Position: Multimodal Large Language Models Can Significantly Advance Scientific Reasoning","publication_year":2026,"publication_date":"2026-01-01","ids":{"openalex":"https://openalex.org/W4407212464","doi":"https://doi.org/10.18653/v1/2026.findings-acl.1228"},"language":"en","primary_location":{"id":"doi:10.18653/v1/2026.findings-acl.1228","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2026.findings-acl.1228","pdf_url":"https://aclanthology.org/2026.findings-acl.1228.pdf","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Findings of the Association for Computational Linguistics: ACL 2026","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["arxiv","crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://aclanthology.org/2026.findings-acl.1228.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5084584527","display_name":"Yibo Yan","orcid":"https://orcid.org/0000-0003-1755-7211"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yibo Yan","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100377071","display_name":"Shen Wang","orcid":"https://orcid.org/0000-0002-5748-5438"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Shen Wang","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101950162","display_name":"Jiahao Huo","orcid":"https://orcid.org/0000-0002-3181-2816"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jiahao Huo","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087752092","display_name":"Jingheng Ye","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Jingheng Ye","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056167440","display_name":"Zhendong Chu","orcid":"https://orcid.org/0000-0002-5707-1112"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zhendong Chu","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109782052","display_name":"Xuming Hu","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Xuming Hu","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036357902","display_name":"Philip S. Yu","orcid":"https://orcid.org/0000-0002-3491-5968"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Philip S. Yu","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073645419","display_name":"Carla Gomes","orcid":"https://orcid.org/0000-0002-6089-0485"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Carla P Gomes","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5105461279","display_name":"Bart Selman","orcid":"https://orcid.org/0000-0003-0666-3123"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Bart Selman","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"last","author":{"id":"https://openalex.org/A5048346353","display_name":"Qingsong Wen","orcid":"https://orcid.org/0000-0003-4516-2524"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Qingsong Wen","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":0.0,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.00531971,"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":"24535","last_page":"24574"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.9721999764442444,"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/T10028","display_name":"Topic Modeling","score":0.9721999764442444,"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/position","display_name":"Position (finance)","score":0.6952588558197021},{"id":"https://openalex.org/keywords/scientific-reasoning","display_name":"Scientific reasoning","score":0.6737088561058044},{"id":"https://openalex.org/keywords/position-paper","display_name":"Position paper","score":0.6085649728775024},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5919657945632935},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3887055218219757},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.36256664991378784},{"id":"https://openalex.org/keywords/cognitive-science","display_name":"Cognitive science","score":0.32755422592163086},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.20632237195968628},{"id":"https://openalex.org/keywords/mathematics-education","display_name":"Mathematics education","score":0.13542482256889343},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.09669056534767151},{"id":"https://openalex.org/keywords/business","display_name":"Business","score":0.05893129110336304}],"concepts":[{"id":"https://openalex.org/C198082294","wikidata":"https://www.wikidata.org/wiki/Q3399648","display_name":"Position (finance)","level":2,"score":0.6952588558197021},{"id":"https://openalex.org/C2992562121","wikidata":"https://www.wikidata.org/wiki/Q3817808","display_name":"Scientific reasoning","level":2,"score":0.6737088561058044},{"id":"https://openalex.org/C78780964","wikidata":"https://www.wikidata.org/wiki/Q7233193","display_name":"Position paper","level":2,"score":0.6085649728775024},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5919657945632935},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3887055218219757},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.36256664991378784},{"id":"https://openalex.org/C188147891","wikidata":"https://www.wikidata.org/wiki/Q147638","display_name":"Cognitive science","level":1,"score":0.32755422592163086},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.20632237195968628},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.13542482256889343},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.09669056534767151},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.05893129110336304},{"id":"https://openalex.org/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.18653/v1/2026.findings-acl.1228","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2026.findings-acl.1228","pdf_url":"https://aclanthology.org/2026.findings-acl.1228.pdf","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Findings of the Association for Computational Linguistics: ACL 2026","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:2502.02871","is_oa":true,"landing_page_url":"https://arxiv.org/abs/2502.02871","pdf_url":"https://arxiv.org/pdf/2502.02871","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"doi:10.48550/arxiv.2502.02871","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2502.02871","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"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":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"}],"best_oa_location":{"id":"doi:10.18653/v1/2026.findings-acl.1228","is_oa":true,"landing_page_url":"https://doi.org/10.18653/v1/2026.findings-acl.1228","pdf_url":"https://aclanthology.org/2026.findings-acl.1228.pdf","source":null,"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Findings of the Association for Computational Linguistics: ACL 2026","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4407212464.pdf","grobid_xml":"https://content.openalex.org/works/W4407212464.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2911039683","https://openalex.org/W2382416307","https://openalex.org/W2169127058","https://openalex.org/W1966415008","https://openalex.org/W3112644326","https://openalex.org/W4389316227","https://openalex.org/W2204729203","https://openalex.org/W2187575493","https://openalex.org/W2203842767","https://openalex.org/W2389520089"],"abstract_inverted_index":{"Yibo":[0],"Yan,":[1],"Shen":[2],"Wang,":[3],"Jiahao":[4],"Huo,":[5],"Jingheng":[6],"Ye,":[7],"Zhendong":[8],"Chu,":[9],"Xuming":[10],"Hu,":[11],"Philip":[12],"S.":[13],"Yu,":[14],"Carla":[15],"P":[16],"Gomes,":[17],"Bart":[18],"Selman,":[19],"Qingsong":[20],"Wen.":[21],"Findings":[22],"of":[23],"the":[24],"Association":[25],"for":[26],"Computational":[27],"Linguistics:":[28],"ACL":[29],"2026.":[30,31]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
