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How important is domain-specific language model pretraining and instruction finetuning for biomedical relation extraction?

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Title: How important is domain-specific language model pretraining and instruction finetuning for biomedical relation extraction?
Authors: Brokman A; Department of Statistics, University of Kentucky, USA., Kavuluru R; Division of Biomedical Informatics, University of Kentucky, 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. 80-94. 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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PubType: Academic Journal
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  Data: <searchLink fieldCode="AU" term="%22Brokman+A%22">Brokman A</searchLink>; Department of Statistics, University of Kentucky, USA.<br /><searchLink fieldCode="AU" term="%22Kavuluru+R%22">Kavuluru R</searchLink>; Division of Biomedical Informatics, University of Kentucky, 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. 80-94. <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=40843288
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        Value: 10.1007/978-3-031-97141-9_6
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      – Code: eng
        Text: English
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      – TitleFull: How important is domain-specific language model pretraining and instruction finetuning for biomedical relation extraction?
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            NameFull: Brokman A
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            NameFull: Kavuluru R
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            – D: 01
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              Text: 2026
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              Y: 2026
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              Value: 15836
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            – 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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