Instructions to use Maryam657775/xlm-roberta-code-switching with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use Maryam657775/xlm-roberta-code-switching with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("token-classification", model="Maryam657775/xlm-roberta-code-switching")# Load model directly from transformers import AutoTokenizer, AutoModelForTokenClassification tokenizer = AutoTokenizer.from_pretrained("Maryam657775/xlm-roberta-code-switching") model = AutoModelForTokenClassification.from_pretrained("Maryam657775/xlm-roberta-code-switching", device_map="auto") - Notebooks
- Google Colab
- Kaggle
xlm-roberta-code-switching
This model is a fine-tuned version of xlm-roberta-base on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.5855
- Precision: 0.7474
- Recall: 0.5917
- F1: 0.6605
- Accuracy: 0.8173
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: 2e-05
- train_batch_size: 16
- eval_batch_size: 16
- seed: 42
- optimizer: Use OptimizerNames.ADAMW_TORCH_FUSED with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
- lr_scheduler_type: linear
- num_epochs: 5
Training results
| Training Loss | Epoch | Step | Validation Loss | Precision | Recall | F1 | Accuracy |
|---|---|---|---|---|---|---|---|
| No log | 1.0 | 8 | 0.8365 | 0.0 | 0.0 | 0.0 | 0.6041 |
| No log | 2.0 | 16 | 0.7222 | 0.0 | 0.0 | 0.0 | 0.6041 |
| No log | 3.0 | 24 | 0.6662 | 0.3488 | 0.125 | 0.1840 | 0.6497 |
| No log | 4.0 | 32 | 0.6191 | 0.7273 | 0.5333 | 0.6154 | 0.7970 |
| No log | 5.0 | 40 | 0.5855 | 0.7474 | 0.5917 | 0.6605 | 0.8173 |
Framework versions
- Transformers 5.13.1
- Pytorch 2.11.0+cu128
- Datasets 4.0.0
- Tokenizers 0.22.2
- Downloads last month
- 11
Model tree for Maryam657775/xlm-roberta-code-switching
Base model
FacebookAI/xlm-roberta-base