|
--- |
|
language: |
|
- es |
|
license: apache-2.0 |
|
datasets: |
|
- eriktks/conll2002 |
|
metrics: |
|
- precision |
|
- recall |
|
- f1 |
|
- accuracy |
|
pipeline_tag: token-classification |
|
--- |
|
|
|
# Model Name: NER-finetuned-BETO |
|
|
|
This is a BERT model fine-tuned for Named Entity Recognition (NER). |
|
|
|
# Model Description |
|
|
|
This is a fine-tuned BERT model for Named Entity Recognition (NER) task using CONLL2002 dataset. |
|
|
|
In the first part, the dataset must be pre-processed in order to give it to the model. This is done using the 🤗 Transformers and BERT tokenizers. Once this is done, finetuning is applied from *[BETO](https://huggingface.co/NazaGara/NER-fine-tuned-BETO)* and using the 🤗 *AutoModelForTokenClassification*. |
|
|
|
Finally, the model is trained obtaining the neccesary metrics for evaluating its performance (Precision, Recall, F1 and Accuracy) |
|
|
|
Summary of executed tests can be found in: https://docs.google.com/spreadsheets/d/1lI7skNIvRurwq3LA5ps7JFK5TxToEx4s7Kaah3ezyQc/edit?usp=sharing |
|
|
|
Model can be found in: https://huggingface.co/Seb00927/NER-finetuned-BETO |
|
|
|
Github repository: https://github.com/paulrojasg/nlp_4th_workshop |
|
|
|
# Training |
|
|
|
## Training Details |
|
|
|
- Epochs: 10 |
|
- Learning Rate: 2e-05 |
|
- Weight Decay: 0.01 |
|
- Batch Size (Train): 16 |
|
- Batch Size (Eval): 8 |
|
|
|
## Training Metrics |
|
|
|
| Epoch | Training Loss | Validation Loss | Precision | Recall | F1 Score | Accuracy | |
|
|:----:|:-------------:|:---------------:|:---------:|:------:|:--------:|:--------:| |
|
| 1 | 0.0104| 0.1915 | 0.8359 | 0.8568 | 0.8462 | 0.9701 | |
|
| 2 | 0.0101| 0.2187 | 0.8226 | 0.8387 | 0.8306 | 0.9676 | |
|
| 3 | 0.0066| 0.2085 | 0.8551 | 0.8637 | 0.8594 | 0.9699 | |
|
| 4 | 0.0069| 0.2139 | 0.8342 | 0.8431 | 0.8386 | 0.9698 | |
|
| 5 | 0.0070| 0.2110 | 0.8480 | 0.8536 | 0.8508 | 0.9708 | |
|
| 6 | 0.0060| 0.2214 | 0.8378 | 0.8497 | 0.8437 | 0.9703 | |
|
| 7 | 0.0042| 0.2284 | 0.8437 | 0.8596 | 0.8516 | 0.9704 | |
|
| 8 | 0.0034| 0.2344 | 0.8417 | 0.8566 | 0.8491 | 0.9702 | |
|
| 9 | 0.0026| 0.2385 | 0.8400 | 0.8580 | 0.8489 | 0.9698 | |
|
| 10 | 0.0023| 0.2412 | 0.8460 | 0.8610 | 0.8534 | 0.9704 | |
|
|
|
|
|
# Authors |
|
Made by: |
|
- Paul Rodrigo Rojas Guerrero |
|
- Jose Luis Hincapie Bucheli |
|
- Sebastián Idrobo Avirama |
|
|
|
With help from: |
|
- [Raúl Ernesto Gutiérrez](https://huggingface.co/raulgdp) |
|
|
