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Comparison of pipelines, seq2seq models, and LLMs for rare disease information extraction.

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Title: Comparison of pipelines, seq2seq models, and LLMs for rare disease information extraction.
Authors: Gupta S; University of Kentucky, Lexington, KY, USA., Ai X; University of Kentucky, Lexington, KY, USA., Jiang Y; University of Kentucky, Lexington, KY, USA., Kavuluru R; University of Kentucky, Lexington, KY, USA.
Source: Natural language processing and information systems : ... International Conference on Applications of Natural Language to Information Systems, NLDB ... revised papers. International Conference on Applications of Natural Language to Info.. [Nat Lang Process Inf Syst] 2026; Vol. 15836, pp. 49-63. Date of Electronic Publication: 2025 Jul 01.
Publication Type: Journal Article
Journal Info: Publisher: Springer Country of Publication: Germany NLM ID: 101706237 Publication Model: Print-Electronic Cited Medium: Print NLM ISO Abbreviation: Nat Lang Process Inf Syst Subsets: PubMed not MEDLINE
Database: MEDLINE Ultimate
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DbLabel: MEDLINE Ultimate
An: 40843289
AccessLevel: 2
PubType: Academic Journal
PubTypeId: academicJournal
PreciseRelevancyScore: 0
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  Data: <searchLink fieldCode="AU" term="%22Gupta+S%22">Gupta S</searchLink>; University of Kentucky, Lexington, KY, USA.<br /><searchLink fieldCode="AU" term="%22Ai+X%22">Ai X</searchLink>; University of Kentucky, Lexington, KY, USA.<br /><searchLink fieldCode="AU" term="%22Jiang+Y%22">Jiang Y</searchLink>; University of Kentucky, Lexington, KY, USA.<br /><searchLink fieldCode="AU" term="%22Kavuluru+R%22">Kavuluru R</searchLink>; University of Kentucky, Lexington, KY, USA.
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  Data: <searchLink fieldCode="JN" term="%22101706237%22">Natural language processing and information systems : ... International Conference on Applications of Natural Language to Information Systems, NLDB ... revised papers. International Conference on Applications of Natural Language to Info..</searchLink> [Nat Lang Process Inf Syst] 2026; Vol. 15836, pp. 49-63. <i>Date of Electronic Publication: </i>2025 Jul 01.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Springer%22">Springer </searchLink><i>Country of Publication: </i>Germany <i>NLM ID: </i>101706237 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Print <i>NLM ISO Abbreviation: </i>Nat Lang Process Inf Syst <i>Subsets: </i>PubMed not MEDLINE
PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=mdl&AN=40843289
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      – Type: doi
        Value: 10.1007/978-3-031-97141-9_4
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      – Code: eng
        Text: English
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      Pagination:
        StartPage: 49
    Titles:
      – TitleFull: Comparison of pipelines, seq2seq models, and LLMs for rare disease information extraction.
        Type: main
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            NameFull: Gupta S
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            NameFull: Ai X
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            NameFull: Jiang Y
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            NameFull: Kavuluru R
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            – D: 01
              M: 01
              Text: 2026
              Type: published
              Y: 2026
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            – Type: volume
              Value: 15836
          Titles:
            – TitleFull: Natural language processing and information systems : ... International Conference on Applications of Natural Language to Information Systems, NLDB ... revised papers. International Conference on Applications of Natural Language to Info..
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