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A two-stage hybrid-computing framework for generating metro-style tourist maps: integrating a fine-tuned LLM with geospatial optimization.

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Title: A two-stage hybrid-computing framework for generating metro-style tourist maps: integrating a fine-tuned LLM with geospatial optimization.
Authors: Wu, Zhiwei1 (AUTHOR), Cheng, Donglin1 (AUTHOR), Sun, Chenzhen1 (AUTHOR), Li, Zhilin1,2 (AUTHOR), Chen, Jun2,3 (AUTHOR), Lan, Tian1 (AUTHOR) tianlan@swjtu.edu.cn
Source: International Journal of Geographical Information Science. Jul2026, p1-25. 25p. 12 Illustrations.
Database: Academic Search Ultimate
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Header DbId: asn
DbLabel: Academic Search Ultimate
An: 195359378
AccessLevel: 2
PubType: Academic Journal
PubTypeId: academicJournal
PreciseRelevancyScore: 0
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  Data: A two-stage hybrid-computing framework for generating metro-style tourist maps: integrating a fine-tuned LLM with geospatial optimization.
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  Data: <searchLink fieldCode="JN" term="%22International+Journal+of+Geographical+Information+Science%22">International Journal of Geographical Information Science</searchLink>. Jul2026, p1-25. 25p. 12 Illustrations.
PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=asn&AN=195359378
RecordInfo BibRecord:
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    Identifiers:
      – Type: doi
        Value: 10.1080/13658816.2026.2699203
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      – Code: eng
        Text: English
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        PageCount: 25
        StartPage: 1
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      – TitleFull: A two-stage hybrid-computing framework for generating metro-style tourist maps: integrating a fine-tuned LLM with geospatial optimization.
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          Name:
            NameFull: Wu, Zhiwei
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            NameFull: Cheng, Donglin
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            NameFull: Sun, Chenzhen
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            NameFull: Li, Zhilin
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            NameFull: Chen, Jun
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            NameFull: Lan, Tian
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            – D: 14
              M: 07
              Text: Jul2026
              Type: published
              Y: 2026
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            – TitleFull: International Journal of Geographical Information Science
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