Papers by Mathieu Roche
Automatic Identification of Research Fields in Scientific Papers (L18-1)
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Eric Kergosien, Amin Farvardin, Maguelonne Teisseire, Marie-Noëlle Bessagnet, Joachim Schöpfel, Stéphane Chaudiron, Bernard Jacquemin, Annig Lacayrelle, Mathieu Roche, Christian Sallaberry, Jean Philippe Tonneau
| Challenge: | TERRE-ISTEX project aims to identify scientific research dealing with specific geographical territories areas based on heterogeneous digital content available in scientific papers. |
| Approach: | TERRE-ISTEX project aims to identify scientific research dealing with specific geographical territories areas based on heterogeneous digital content available in scientific papers. |
| Outcome: | The proposed method will help scientists identify geographical territories areas from scientific papers available in digital versions within and outside the ISTEX library. |
Enriching Epidemiological Thematic Features For Disease Surveillance Corpora Classification (2022.lrec-1)
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| Challenge: | Existing disease surveillance systems use indicators to monitor official sources and unofficial sources. |
| Approach: | They propose a way to perform epidemiological document classification by enriching thematic features . they use a pre-trained biomedical language model with a novel approach . |
| Outcome: | The proposed method improves the classifier's ability to avoid false positive alerts on disease surveillance systems. |
GeospaCy: A tool for extraction and geographical referencing of spatial expressions in textual data (2024.eacl-demo)
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| Challenge: | Spatial information in text enables to understand the geographical context and relationships within text for location-sensitive applications. |
| Approach: | They propose to use spatial information extracted from textual data to perform geoparsing and geocoding tasks. |
| Outcome: | The GeospaCy software tool is designed for the extraction and georeferencing of spatial information present in textual data. |