Knowledge integration for physics-informed symbolic regression using pre-trained large language models.
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| Title: | Knowledge integration for physics-informed symbolic regression using pre-trained large language models. |
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| Authors: | Taskin B; Department of Computing, Jonkoping University, Jonkoping, Sweden., Xie W; Department of Computing, Jonkoping University, Jonkoping, Sweden., Lazebnik T; Department of Computing, Jonkoping University, Jonkoping, Sweden. lazebnik.teddy@gmail.com.; Department of Information Science, University of Haifa, Haifa, Israel. lazebnik.teddy@gmail.com. |
| Source: | Scientific reports [Sci Rep] 2026 Jan 13; Vol. 16 (1), pp. 1614. Date of Electronic Publication: 2026 Jan 13. |
| Publication Type: | Journal Article |
| Journal Info: | Publisher: Nature Publishing Group Country of Publication: England NLM ID: 101563288 Publication Model: Electronic Cited Medium: Internet ISSN: 2045-2322 (Electronic) Linking ISSN: 20452322 NLM ISO Abbreviation: Sci Rep Subsets: MEDLINE; PubMed not MEDLINE |
| Database: | MEDLINE Ultimate |
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| Header | DbId: mdl DbLabel: MEDLINE Ultimate An: 41526439 AccessLevel: 2 PubType: Academic Journal PubTypeId: academicJournal PreciseRelevancyScore: 0 |
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| Items | – Name: Title Label: Title Group: Ti Data: Knowledge integration for physics-informed symbolic regression using pre-trained large language models. – Name: Author Label: Authors Group: Au Data: <searchLink fieldCode="AU" term="%22Taskin+B%22">Taskin B</searchLink>; Department of Computing, Jonkoping University, Jonkoping, Sweden.<br /><searchLink fieldCode="AU" term="%22Xie+W%22">Xie W</searchLink>; Department of Computing, Jonkoping University, Jonkoping, Sweden.<br /><searchLink fieldCode="AU" term="%22Lazebnik+T%22">Lazebnik T</searchLink>; Department of Computing, Jonkoping University, Jonkoping, Sweden. lazebnik.teddy@gmail.com.; Department of Information Science, University of Haifa, Haifa, Israel. lazebnik.teddy@gmail.com. – Name: TitleSource Label: Source Group: Src Data: <searchLink fieldCode="JN" term="%22101563288%22">Scientific reports</searchLink> [Sci Rep] 2026 Jan 13; Vol. 16 (1), pp. 1614. <i>Date of Electronic Publication: </i>2026 Jan 13. – Name: TypePub Label: Publication Type Group: TypPub Data: Journal Article – Name: TitleSource Label: Journal Info Group: Src Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Nature+Publishing+Group%22">Nature Publishing Group </searchLink><i>Country of Publication: </i>England <i>NLM ID: </i>101563288 <i>Publication Model: </i>Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>2045-2322 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2220452322%22">20452322 </searchLink><i>NLM ISO Abbreviation: </i>Sci Rep <i>Subsets: </i>MEDLINE; PubMed not MEDLINE |
| PLink | https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=mdl&AN=41526439 |
| RecordInfo | BibRecord: BibEntity: Identifiers: – Type: doi Value: 10.1038/s41598-026-35327-6 Languages: – Code: eng Text: English PhysicalDescription: Pagination: StartPage: 1614 Titles: – TitleFull: Knowledge integration for physics-informed symbolic regression using pre-trained large language models. Type: main BibRelationships: HasContributorRelationships: – PersonEntity: Name: NameFull: Taskin B – PersonEntity: Name: NameFull: Xie W – PersonEntity: Name: NameFull: Lazebnik T IsPartOfRelationships: – BibEntity: Dates: – D: 13 M: 01 Text: 2026 Jan 13 Type: published Y: 2026 Identifiers: – Type: issn-electronic Value: 2045-2322 Numbering: – Type: volume Value: 16 – Type: issue Value: 1 Titles: – TitleFull: Scientific reports Type: main |
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