Make The Most of Your Small NER Data Set by Fine-tuning Bert

Leverage Large Language models to improve your model’s performance

Training NER models on small data sets can be a pain. It can be difficult to build a model that generalizes well on a non-trivial NER task when it is trained on a few hundred samples only. This kind of problem we will try to solve in this post.

First, we will define the task. Then, we will describe the different variations of the model’s architecture, and then …

bert data data set fine-tuning hugging face machine learning named-entity-recognition ner nlp set small