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About Deep learning for information extraction from business
Cette thèse étudie l'extraction d'information à partir de documents d'entreprise à l'aide d'apprentissage profond. Dans une première partie, des réseaux de neurones classifient les tokens pour extraire des champs structurés, mais leur précision diminue avec du bruit dans les étiquettes. Une deuxième partie explore des modèles de bout en bout qui apprennent directement à partir des annotations de haut niveau, surpassant les approches précédentes quand les étiquettes de tokens ne sont pas accessibles. Finalement, la troisième partie montre qu'un modèle pré-entraîné nécessite peu de données annotées pour l'extraction, et que le transfert de connaissances entre tâches améliore les performances.
Detailed Information
| Author: | ['Narayan Sharma'] |
|---|---|
| Publication Year: | 2023 |
| Pages: | 165 |
| Language: | English |
| Format: | |
| Price: | FREE |
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