Incorporating Topology on GPT-Based Geoparsing Model for Finer Geocoding Locations from Social Media Texts
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| Natura: | Recurso digital |
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2026
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| _version_ | 1866901598615109632 |
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| author | Nurwatik, Nurwatik Malleson, Nick Oldroyd, Rachel Comber, Alexis |
| author_facet | Nurwatik, Nurwatik Malleson, Nick Oldroyd, Rachel Comber, Alexis |
| contents | <p>The unstructured nature of social media remains a challenge for extracting geographical information from texts. This paper discusses how a Generative Pretrained Transformer (GPT) can extract spatial information from social media texts. The preliminary results indicate that using toponym-based GPT solely to geoparse locational information yields vague, multiple-mentioned locations that cannot be geocoded. This research works toward the incorporation of topology to improve the accuracy of geoparsing and geocoding locations from social media texts.</p> |
| format | Recurso digital |
| id | zenodo_https___doi_org_10_5281_zenodo_19404218 |
| institution | Zenodo |
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| publishDate | 2026 |
| publisher | Zenodo |
| record_format | zenodo |
| spellingShingle | Incorporating Topology on GPT-Based Geoparsing Model for Finer Geocoding Locations from Social Media Texts Nurwatik, Nurwatik Malleson, Nick Oldroyd, Rachel Comber, Alexis GPT, Geoparsing, Geocoding, Social Media <p>The unstructured nature of social media remains a challenge for extracting geographical information from texts. This paper discusses how a Generative Pretrained Transformer (GPT) can extract spatial information from social media texts. The preliminary results indicate that using toponym-based GPT solely to geoparse locational information yields vague, multiple-mentioned locations that cannot be geocoded. This research works toward the incorporation of topology to improve the accuracy of geoparsing and geocoding locations from social media texts.</p> |
| title | Incorporating Topology on GPT-Based Geoparsing Model for Finer Geocoding Locations from Social Media Texts |
| topic | GPT, Geoparsing, Geocoding, Social Media |
| url | https://doi.org/10.5281/zenodo.19404218 |