Instructions to use AnnaCarson/roberta-base-ner-demo with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use AnnaCarson/roberta-base-ner-demo with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("token-classification", model="AnnaCarson/roberta-base-ner-demo")# pip install -U transformers accelerate # Load model directly from transformers import AutoTokenizer, AutoModelForTokenClassification tokenizer = AutoTokenizer.from_pretrained("AnnaCarson/roberta-base-ner-demo") model = AutoModelForTokenClassification.from_pretrained("AnnaCarson/roberta-base-ner-demo", device_map="auto") - Notebooks
- Google Colab
- Kaggle
End of training
Browse files- README.md +0 -27
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- training_args.bin +1 -1
README.md
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base_model: bayartsogt/mongolian-roberta-base
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tags:
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- generated_from_trainer
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metrics:
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- precision
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- recall
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- accuracy
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model-index:
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- name: roberta-base-ner-demo
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results: []
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# roberta-base-ner-demo
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This model is a fine-tuned version of [bayartsogt/mongolian-roberta-base](https://huggingface.co/bayartsogt/mongolian-roberta-base) on the None dataset.
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It achieves the following results on the evaluation set:
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- Loss: 0.1755
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- Precision: 0.6435
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- Recall: 0.7245
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- F1: 0.6816
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- Accuracy: 0.9422
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## Model description
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- lr_scheduler_type: linear
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- num_epochs: 10
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### Training results
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| Training Loss | Epoch | Step | Validation Loss | Precision | Recall | F1 | Accuracy |
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| 0.8641 | 1.0 | 20 | 0.5621 | 0.1015 | 0.0475 | 0.0647 | 0.8218 |
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| 0.4142 | 2.0 | 40 | 0.3176 | 0.4453 | 0.4347 | 0.4399 | 0.8967 |
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| 0.2366 | 3.0 | 60 | 0.2381 | 0.5624 | 0.6105 | 0.5854 | 0.9218 |
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| 0.1456 | 4.0 | 80 | 0.2017 | 0.5864 | 0.6770 | 0.6284 | 0.9299 |
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| 0.0993 | 5.0 | 100 | 0.1808 | 0.6170 | 0.6888 | 0.6510 | 0.9336 |
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| 0.0679 | 6.0 | 120 | 0.1820 | 0.6410 | 0.7126 | 0.6749 | 0.9403 |
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| 0.0484 | 7.0 | 140 | 0.1752 | 0.6439 | 0.7173 | 0.6787 | 0.9408 |
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| 0.0409 | 8.0 | 160 | 0.1747 | 0.6358 | 0.7173 | 0.6741 | 0.9403 |
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| 0.0374 | 9.0 | 180 | 0.1744 | 0.6369 | 0.7292 | 0.6800 | 0.9412 |
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| 0.0383 | 10.0 | 200 | 0.1755 | 0.6435 | 0.7245 | 0.6816 | 0.9422 |
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### Framework versions
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- Transformers 4.40.1
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base_model: bayartsogt/mongolian-roberta-base
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tags:
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- generated_from_trainer
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model-index:
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- name: roberta-base-ner-demo
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results: []
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# roberta-base-ner-demo
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This model is a fine-tuned version of [bayartsogt/mongolian-roberta-base](https://huggingface.co/bayartsogt/mongolian-roberta-base) on the None dataset.
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## Model description
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- lr_scheduler_type: linear
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- num_epochs: 10
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### Framework versions
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- Transformers 4.40.1
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model.safetensors
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