YAML Metadata
Error:
"datasets[0]" with value "Ultra Fine Entity Typing" is not valid. If possible, use a dataset id from https://hf.co/datasets.
City-Country-NER
A bert-base-uncased model finetuned on a custom dataset to detect Country and City names from a given sentence.
Custom Dataset
We weakly supervised the Ultra-Fine Entity Typing dataset to include the City and Country information. We also did some extra preprocessing to remove false labels.
The model predicts 3 different tags: OTHER, CITY and COUNTRY
How to use the finetuned model?
from transformers import AutoTokenizer, AutoModelForTokenClassification
tokenizer = AutoTokenizer.from_pretrained("ml6team/bert-base-uncased-city-country-ner")
model = AutoModelForTokenClassification.from_pretrained("ml6team/bert-base-uncased-city-country-ner")
from transformers import pipeline
nlp = pipeline('ner', model=model, tokenizer=tokenizer, aggregation_strategy="simple")
nlp("My name is Kermit and I live in London.")
- Downloads last month
- 12,390