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Estimación de la incertidumbre en Ecopetrol: aplicación de PNL y modelos Bert para la caracterización empresarial.

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Title: Estimación de la incertidumbre en Ecopetrol: aplicación de PNL y modelos Bert para la caracterización empresarial.
Alternate Title: Estimating uncertainty at Ecopetrol: Applying NLP and BERT models for business characterization.
Authors: Cárdenas García, Fernando1 jose.cardenas@unimilitar.edu.co, Izquierdo Llanes, Gregorio2 gizquierdo@cee.uned.es, Orosco Jiménez, José Gabriel3 j.gabrielorosco@gmail.com
Source: Suma de Negocios Journal. jul-dic2025, Vol. 16 Issue 35, p140-156. 17p.
Database: Business Source Ultimate
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DbLabel: Business Source Ultimate
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PubType: Academic Journal
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  Data: Estimación de la incertidumbre en Ecopetrol: aplicación de PNL y modelos Bert para la caracterización empresarial.
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  Data: Estimating uncertainty at Ecopetrol: Applying NLP and BERT models for business characterization.
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  Data: <searchLink fieldCode="AR" term="%22Cárdenas+García%2C+Fernando%22">Cárdenas García, Fernando</searchLink><relatesTo>1</relatesTo><i> jose.cardenas@unimilitar.edu.co</i><br /><searchLink fieldCode="AR" term="%22Izquierdo+Llanes%2C+Gregorio%22">Izquierdo Llanes, Gregorio</searchLink><relatesTo>2</relatesTo><i> gizquierdo@cee.uned.es</i><br /><searchLink fieldCode="AR" term="%22Orosco+Jiménez%2C+José+Gabriel%22">Orosco Jiménez, José Gabriel</searchLink><relatesTo>3</relatesTo><i> j.gabrielorosco@gmail.com</i>
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  Data: <searchLink fieldCode="JN" term="%22Suma+de+Negocios+Journal%22">Suma de Negocios Journal</searchLink>. jul-dic2025, Vol. 16 Issue 35, p140-156. 17p.
PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=bsu&AN=191247474
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      – Type: doi
        Value: 10.14349/sumneg/2025.V16.N35.A4
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      – Code: spa
        Text: Spanish
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        PageCount: 17
        StartPage: 140
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      – TitleFull: Estimación de la incertidumbre en Ecopetrol: aplicación de PNL y modelos Bert para la caracterización empresarial.
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            NameFull: Cárdenas García, Fernando
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            NameFull: Izquierdo Llanes, Gregorio
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            NameFull: Orosco Jiménez, José Gabriel
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              Text: jul-dic2025
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              Y: 2025
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              Value: 16
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              Value: 35
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