Instructions to use DanielNRU/pollen-ner2-1700 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use DanielNRU/pollen-ner2-1700 with PEFT:
from peft import PeftModel from transformers import AutoModelForTokenClassification base_model = AutoModelForTokenClassification.from_pretrained("DeepPavlov/bert-base-bg-cs-pl-ru-cased") model = PeftModel.from_pretrained(base_model, "DanielNRU/pollen-ner2-1700") - Notebooks
- Google Colab
- Kaggle
pollen-ner2-1700
This model is a fine-tuned version of DeepPavlov/bert-base-bg-cs-pl-ru-cased on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.1622
- Precision: 0.8308
- Recall: 0.8876
- F1: 0.8583
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: 8
- eval_batch_size: 8
- seed: 42
- optimizer: Use OptimizerNames.ADAMW_TORCH with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
- lr_scheduler_type: linear
- num_epochs: 10
Training results
| Training Loss | Epoch | Step | Validation Loss | Precision | Recall | F1 |
|---|---|---|---|---|---|---|
| No log | 1.0 | 213 | 0.1710 | 0.8095 | 0.8876 | 0.8467 |
| No log | 2.0 | 426 | 0.1681 | 0.8189 | 0.8896 | 0.8527 |
| 0.2774 | 3.0 | 639 | 0.1668 | 0.8234 | 0.8896 | 0.8552 |
| 0.2774 | 4.0 | 852 | 0.1679 | 0.8234 | 0.8896 | 0.8552 |
| 0.2749 | 5.0 | 1065 | 0.1627 | 0.8280 | 0.8896 | 0.8577 |
| 0.2749 | 6.0 | 1278 | 0.1622 | 0.8308 | 0.8876 | 0.8583 |
| 0.2749 | 7.0 | 1491 | 0.1644 | 0.8293 | 0.8876 | 0.8574 |
Framework versions
- PEFT 0.15.2
- Transformers 4.51.3
- Pytorch 2.7.0+cu128
- Datasets 3.5.0
- Tokenizers 0.21.1
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Base model
DeepPavlov/bert-base-bg-cs-pl-ru-cased