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Does anyone have experience with fine-tuning an NER model on out-of-domain data? Did the fine-tuning succeed, and approximately how much data was needed?

To clarify, e.g., starting with a NER model to identify persons and locations, and fine-tuning the model to find, for example:

  • Electric Vehicles (EVs) (e.g., Tesla Model 3, Polestar 2),
  • Charging Stations – (e.g., Ionity, Tesla Supercharger), and
  • Infrastructure Projects – (e.g., Northvolt Battery Factory).
hjerp
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