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--- |
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library_name: transformers |
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tags: |
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- finance |
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widget: |
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- text: >- |
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The loan bears interest at 9.75 % per annum with interest due monthly and is |
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secured by a lien on certain of the Company ’ s and its subsidiaries ’ |
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assets . |
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example_title: Example1 |
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- text: >- |
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Unused portions of the Credit Facilities bear interest at a rate equal to |
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0.25 % per annum . |
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example_title: Example2 |
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license: mit |
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datasets: |
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- nlpaueb/finer-139 |
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pipeline_tag: token-classification |
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--- |
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# Model Card for Model ID |
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This is a NER model built on distillBert for 5 classes of finer139 dataset |
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## Model Details |
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### Model Description |
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<!-- Provide a longer summary of what this model is. --> |
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This is the model card of a 🤗 transformers model that has been pushed on the Hub. This model card has been automatically generated. |
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- **Developed by:** Narahari BM |
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- **Model type:** NER |
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- **Finetuned from model [optional]:** DistillBert |
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![image/png](https://cdn-uploads.huggingface.co/production/uploads/65e2eb5c2b28b798a0249f66/GdH6LpK4Drkd6RT1uw5Do.png) |
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[More Information Needed] |
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## Confusion Matrix |
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![image/png](https://cdn-uploads.huggingface.co/production/uploads/65e2eb5c2b28b798a0249f66/J0fZEXv5gWKOgeBVKPv75.png) |
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## Training Details |
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### Training Data |
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1. Subsampled train data and obtained the below distribution |
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![image/png](https://cdn-uploads.huggingface.co/production/uploads/65e2eb5c2b28b798a0249f66/tkCIZUIiEQTyO2bGpttTI.png) |
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<!-- This should link to a Dataset Card, perhaps with a short stub of information on what the training data is all about as well as documentation related to data pre-processing or additional filtering. --> |
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[More Information Needed] |
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### Training Procedure |
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<!-- This relates heavily to the Technical Specifications. Content here should link to that section when it is relevant to the training procedure. --> |
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#### Preprocessing [optional] |
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[More Information Needed] |
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#### Training Hyperparameters |
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- **Training regime:** [More Information Needed] <!--fp32, fp16 mixed precision, bf16 mixed precision, bf16 non-mixed precision, fp16 non-mixed precision, fp8 mixed precision --> |
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#### Speeds, Sizes, Times [optional] |
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<!-- This section provides information about throughput, start/end time, checkpoint size if relevant, etc. --> |
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[More Information Needed] |
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## Evaluation |
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<!-- This section describes the evaluation protocols and provides the results. --> |
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### Testing Data, Factors & Metrics |
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#### Testing Data |
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<!-- This should link to a Dataset Card if possible. --> |
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[More Information Needed] |
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#### Factors |
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<!-- These are the things the evaluation is disaggregating by, e.g., subpopulations or domains. --> |
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[More Information Needed] |
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#### Metrics |
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<!-- These are the evaluation metrics being used, ideally with a description of why. --> |
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[More Information Needed] |
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### Results |
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[More Information Needed] |
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#### Summary |