![autoevaluator's picture](https://cdn-avatars.huggingface.co/v1/production/uploads/1654180084862-6297236d64501abb8dfde40d.png)
autoevaluator
HF staff
Add verifyToken field to verify evaluation results are produced by Hugging Face's automatic model evaluator
25f8892
license: mit | |
tags: | |
- generated_from_trainer | |
datasets: | |
- wikiann | |
metrics: | |
- f1 | |
model-index: | |
- name: xlm-roberta-base-finetuned-panx-all | |
results: | |
- task: | |
type: token-classification | |
name: Token Classification | |
dataset: | |
name: wikiann | |
type: wikiann | |
config: en | |
split: test | |
metrics: | |
- type: accuracy | |
value: 0.843189280620875 | |
name: Accuracy | |
verified: true | |
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiNTk2NjMyYjhiYjVhZWNmNDZmYWJhNmFmOTJiMDk4OWU1N2MzMDUwNDRiYjg0OThiOTliODkzZDE2NjNjZDM4NSIsInZlcnNpb24iOjF9.FUb0cU1eQhdDCxT91Wjmcxnp9o-tsOAjoDlrlAsxO4Ypib41lUwMaokYgCE1tDB1SCjlcAm5ybMcO1l95H-7DA | |
- type: precision | |
value: 0.8410061269097046 | |
name: Precision | |
verified: true | |
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiYzBjZGQxYjY1NDhhZDRiYjkzOWJlY2JkNzdlZjAzMDkwOTg2MDViNzg5NGJmMmY4YjY2ZjZkOGI5OWZhMWU3OCIsInZlcnNpb24iOjF9.bGWRbRXFY6tuPhCW6LI8ksTiJFY8cbYcQx0WSLzDoxTx5PznRNHYH2ooItbHAUnTfkyEPfIX8dLedoWbeMq6AA | |
- type: recall | |
value: 0.8568527450211155 | |
name: Recall | |
verified: true | |
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiMzU4MzhlMjZmNmIxYmFmMjQ1YzVhYjAyOTA5YjlmNzdiYmRjNGYxYzI3MDc5ODJhNWQ1ODg1ZmYzZWY3OTQwMCIsInZlcnNpb24iOjF9.pcpl_OAIRzTqQYu9ZfKKqiz3hDZrGHaIpdAJyV55wePltISeayTlRu0hd8nZDIHOfs5KbJwp642WyOQgbPuACQ | |
- type: f1 | |
value: 0.8488554853827908 | |
name: F1 | |
verified: true | |
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiYTYwOWI5MzcwYTg4ZWQ3YTEwNGU4ZDc4YWU2YjM2MTM5OGM2MWQyNTNlZTc5Nzg3ODQ3YjU0OGJiMzkxOWRhMyIsInZlcnNpb24iOjF9.IjmzhcjljeaJMWDz9Y8pI07vkjs3Ro3PN_MxcgoTS8wCLzm8WdONkpiOfdqyEw6_zlmBjq9KQgr5IrJIaZtiAA | |
- type: loss | |
value: 0.6632214784622192 | |
name: loss | |
verified: true | |
verifyToken: eyJhbGciOiJFZERTQSIsInR5cCI6IkpXVCJ9.eyJoYXNoIjoiYTIwNjdmZWI0NTA0NTBkNjQwMzg4MTAzM2RjOWY3MzA4YTYyMDcwMThkMWEyMTFmNWY1ZjhkNjAyY2UxMTk0MSIsInZlcnNpb24iOjF9.SYJEfajz45YVWXxFZJCzSIvtClYOWXcApGzBsgPMr6sHSNpT7evVtC0oFOZ_FLbBPVrqS_wRnW_w6D-okS_NBw | |
<!-- This model card has been generated automatically according to the information the Trainer had access to. You | |
should probably proofread and complete it, then remove this comment. --> | |
# xlm-roberta-base-finetuned-panx-all | |
This model is a fine-tuned version of [xlm-roberta-base](https://huggingface.co/xlm-roberta-base) on the PAN-X dataset. The model is trained in Chapter 4: Multilingual Named Entity Recognition in the [NLP with Transformers book](https://learning.oreilly.com/library/view/natural-language-processing/9781098103231/). You can find the full code in the accompanying [Github repository](https://github.com/nlp-with-transformers/notebooks/blob/main/04_multilingual-ner.ipynb). | |
It achieves the following results on the evaluation set: | |
- Loss: 0.1739 | |
- F1: 0.8581 | |
## Model description | |
More information needed | |
## Intended uses & limitations | |
More information needed | |
## Training and evaluation data | |
More information needed | |
## Training procedure | |
### Training hyperparameters | |
The following hyperparameters were used during training: | |
- learning_rate: 5e-05 | |
- train_batch_size: 24 | |
- eval_batch_size: 24 | |
- seed: 42 | |
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 | |
- lr_scheduler_type: linear | |
- num_epochs: 3 | |
### Training results | |
| Training Loss | Epoch | Step | Validation Loss | F1 | | |
|:-------------:|:-----:|:----:|:---------------:|:------:| | |
| 0.2912 | 1.0 | 835 | 0.1883 | 0.8238 | | |
| 0.1548 | 2.0 | 1670 | 0.1738 | 0.8480 | | |
| 0.101 | 3.0 | 2505 | 0.1739 | 0.8581 | | |
### Framework versions | |
- Transformers 4.12.0.dev0 | |
- Pytorch 1.9.1+cu102 | |
- Datasets 1.12.1 | |
- Tokenizers 0.10.3 | |