---
language: en
license: cc
tags:
- token classification
datasets: conll2003
model-index:
- name: sarahmiller137/distilbert-base-uncased-ft-conll2003
  results:
  - task:
      type: token-classification
      name: Token Classification
    dataset:
      name: conll2003
      type: conll2003
      config: conll2003
      split: test
    metrics:
    - type: accuracy
      value: 0.9750189904012154
      name: Accuracy
      verified: true
      verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiMDE2ODAzNGQ2YjZjMjczODhjOTdkZmQ1YjM2YzQzZTUxYmRhNTBkMWI0ZWE3YjhjNzA2MTFkNjFlZWY2NzI4ZSIsInZlcnNpb24iOjF9.IA4HRZlyYTEaowTUwjDXaPl3RghaHkFcfgcin3dQK8iD8NN_9hqGOgawyuObrHEnXjSnYhDs-gFGwTZSIDErBg
    - type: precision
      value: 0.9802152215150602
      name: Precision
      verified: true
      verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiMjkxZjE5YTQ3MTVhZGEwMjVlMWJjODFiN2MzNTc0ZmM0Mjk0ZDU0YmFlZDgxMzQ4MTJmMzk5MjUxMjAwODJjMiIsInZlcnNpb24iOjF9.kZwo2mx4NegRFGaecaxGzoRvdk2TiN-A1oo0lhkce7AGORYh7hc_XeEuwoA9A8O5LIKtaHOtTcsuRrv0BLuUAA
    - type: recall
      value: 0.9803021169462076
      name: Recall
      verified: true
      verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiMWM4MjM3NmMxZDc3ZDI1ZjM2MGE2MGNmYTJkOWU5Njc3Y2JkOWM3MWMxMTlkNTBlYmQ3ZDMxNjQxMjNkZDAzOSIsInZlcnNpb24iOjF9.qvJiBb2vAPaLh-OJ9DsYggvpgysSFWcpAoO2jcBWT4S5PeCjjHTkEWuF_O_g63vyBO2Jmhw8-hqA5Uv3pJTqDA
    - type: f1
      value: 0.9802586673049137
      name: F1
      verified: true
      verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiNWIzY2MxZTU3ZTJjMTgzNWMyMGYzZTFjOGVhMzkwNzZiMThmZGQxMmVjZGE4ODcxZjRhZDRhOGY3YWM5NmRmNCIsInZlcnNpb24iOjF9.m-RwJI0tLT_l9VMP23Ko_DOwIKKPMdA7FOqOenXRICzWzeHJgEYzKu-9nPse2SXherPyUYfuRrMmIT876yIjAw
    - type: loss
      value: 0.10723897069692612
      name: loss
      verified: true
      verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiYTlkZWI2YzMzNDhkNGQzMzhlYzkzY2VjYmIyZTI3MjQxMDg1ODZmOTg3ZjJkOTliZTFlMDdjOGQ2NjAxMzk5NiIsInZlcnNpb24iOjF9.hS4GKzSkG7sXWEarilb0Jc8vhZjFauJBuIUuycw23HkWKhBfIW-0F7lxDoOH8rgRqJh821VxZiNi4J3LQJlDBg
---

## Model information:
distilbert-base-uncased model finetuned using the conll2003 dataset from the datasets library. 

## Intended uses & limitations
This model is intended to be used for named entity recoginition tasks. The model will identify entities of persons, locations, organisations, and miscellaneous.  The model will predict lables based upon the CoNLL-2003 dataset.

Note that the dataset and model may not be fully represetative or suitable for all needs it is recommended that the paper for the dataset and base model card should be reviewed before using the model - 
- [CoNLL-2003](https://aclanthology.org/W03-0419)
- [distilbert](https://huggingface.co/distilbert-base-uncased)


## How to use 
Load the model from the library using the following checkpoints:
```python
from transformers import AutoTokenizer, AutoModel
tokenizer = AutoTokenizer.from_pretrained("sarahmiller137/distilbert-base-uncased-ft-conll2003")
model = AutoModel.from_pretrained("sarahmiller137/distilbert-base-uncased-ft-conll2003")
```