philschmid / distilroberta-base-ner-wikiann-conll2003-4-class

huggingface.co
Total runs: 13
24-hour runs: 1
7-day runs: 1
30-day runs: 6
Model's Last Updated: May 25 2021
token-classification

Introduction of distilroberta-base-ner-wikiann-conll2003-4-class

Model Details of distilroberta-base-ner-wikiann-conll2003-4-class

distilroberta-base-ner-wikiann-conll2003-4-class

This model is a fine-tuned version of distilroberta-base on the wikiann and conll2003 dataset. It consists out of the classes of conll2003.

O (0), B-PER (1), I-PER (2), B-ORG (3), I-ORG (4) B-LOC (5), I-LOC (6) B-MISC (7), I-MISC (8).

eval F1-Score: 95,39 (merged dataset)
test F1-Score: 90,75 (merged dataset)

Model Usage
from transformers import AutoTokenizer, AutoModelForTokenClassification
from transformers import pipeline

tokenizer = AutoTokenizer.from_pretrained("philschmid/distilroberta-base-ner-wikiann-conll2003-4-class")
model = AutoModelForTokenClassification.from_pretrained("philschmid/distilroberta-base-ner-wikiann-conll2003-4-class")

nlp = pipeline("ner", model=model, tokenizer=tokenizer, grouped_entities=True)
example = "My name is Philipp and live in Germany"

nlp(example)
Training procedure
Training hyperparameters

The following hyperparameters were used during training:

  • learning_rate: 4.9086903597787154e-05
  • train_batch_size: 32
  • eval_batch_size: 16
  • seed: 42
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • num_epochs: 5.0
  • mixed_precision_training: Native AMP
Training results

It achieves the following results on the evaluation set:

  • Loss: 0.0705
  • Precision: 0.9492
  • Recall: 0.9585
  • F1: 0.9539
  • Accuracy: 0.9882

It achieves the following results on the test set:

  • Loss: 0.239
  • Precision: 0.8984
  • Recall: 0.9168
  • F1: 0.9075
  • Accuracy: 0.9741
Framework versions
  • Transformers 4.6.1
  • Pytorch 1.8.1+cu101
  • Datasets 1.6.2
  • Tokenizers 0.10.2

Runs of philschmid distilroberta-base-ner-wikiann-conll2003-4-class on huggingface.co

13
Total runs
1
24-hour runs
1
3-day runs
1
7-day runs
6
30-day runs

More Information About distilroberta-base-ner-wikiann-conll2003-4-class huggingface.co Model

More distilroberta-base-ner-wikiann-conll2003-4-class license Visit here:

https://choosealicense.com/licenses/apache-2.0

distilroberta-base-ner-wikiann-conll2003-4-class huggingface.co

distilroberta-base-ner-wikiann-conll2003-4-class huggingface.co is an AI model on huggingface.co that provides distilroberta-base-ner-wikiann-conll2003-4-class's model effect (), which can be used instantly with this philschmid distilroberta-base-ner-wikiann-conll2003-4-class model. huggingface.co supports a free trial of the distilroberta-base-ner-wikiann-conll2003-4-class model, and also provides paid use of the distilroberta-base-ner-wikiann-conll2003-4-class. Support call distilroberta-base-ner-wikiann-conll2003-4-class model through api, including Node.js, Python, http.

distilroberta-base-ner-wikiann-conll2003-4-class huggingface.co Url

https://huggingface.co/philschmid/distilroberta-base-ner-wikiann-conll2003-4-class

philschmid distilroberta-base-ner-wikiann-conll2003-4-class online free

distilroberta-base-ner-wikiann-conll2003-4-class huggingface.co is an online trial and call api platform, which integrates distilroberta-base-ner-wikiann-conll2003-4-class's modeling effects, including api services, and provides a free online trial of distilroberta-base-ner-wikiann-conll2003-4-class, you can try distilroberta-base-ner-wikiann-conll2003-4-class online for free by clicking the link below.

philschmid distilroberta-base-ner-wikiann-conll2003-4-class online free url in huggingface.co:

https://huggingface.co/philschmid/distilroberta-base-ner-wikiann-conll2003-4-class

distilroberta-base-ner-wikiann-conll2003-4-class install

distilroberta-base-ner-wikiann-conll2003-4-class is an open source model from GitHub that offers a free installation service, and any user can find distilroberta-base-ner-wikiann-conll2003-4-class on GitHub to install. At the same time, huggingface.co provides the effect of distilroberta-base-ner-wikiann-conll2003-4-class install, users can directly use distilroberta-base-ner-wikiann-conll2003-4-class installed effect in huggingface.co for debugging and trial. It also supports api for free installation.

distilroberta-base-ner-wikiann-conll2003-4-class install url in huggingface.co:

https://huggingface.co/philschmid/distilroberta-base-ner-wikiann-conll2003-4-class

Url of distilroberta-base-ner-wikiann-conll2003-4-class

distilroberta-base-ner-wikiann-conll2003-4-class huggingface.co Url

Provider of distilroberta-base-ner-wikiann-conll2003-4-class huggingface.co

philschmid
ORGANIZATIONS

Other API from philschmid