NER with little data? Transformers to the rescue!
12/14/20
See how to fine-tune a pre-trained BERT transformer on a custom NER task, beating standard bi-LSTM thanks to more learning transfer! Read more
Posts by Thomas Timmermann
Take control of named entity recognition with your own Keras model!
11/13/20
We build, train and evaluate a bidirectional LSTM-network for named entity recognition to extract information from legal texts with Keras. Read more
NER @ CLI: Custom-named entity recognition with spaCy in four lines
11/06/20
We show how to extract information from legal texts, training spaCy's named entity recognition model for our task on the command line. Read more
Move n-gram extraction into your Keras model!
07/19/19
N-gram extraction can boost the performance of your text processing model. Add it as a frozen layer and leave everything else untouched! Read more