leafnlp 0.0.17

Domain-specific Natural Language Processing with LeafNLP

LeafNLP - A package for domain specific natural language processing

This repository contains codes for LeafNLP.

Installation

Use pip to install LeafNLP. Run:

pip install leafnlp

Usage

from leafnlp.nlp.named_entity_recogonition.bert import modelNER
from pprint import pprint

model = modelNER()
input_text = [{"text": "The storm hits New York."}]
input_text = ["The storm arrived at New York."]

results = model.annotate(input_text)
results = model.annotate_raw_dump(input_text, top_n=10)

Available Models

Task	Model	model_param	Note
NER	BERT	model_ner_bert_conll2003
ED	BERT	model_ed_bert_maven2020

• NER: Named Entity Recogonition.
• ED: Event Detection.

Acknowledgements

LeafNLP is maintained by the LeafNLP Team.