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--- |
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'[object Object]': null |
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datasets: |
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- wikiann |
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language: |
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- kn |
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pipeline_tag: token-classification |
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tags: |
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- code |
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widget: |
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- text: "ನನ್ನ ಹೆಸರು ಅಪರ್ಣ." |
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example_title: "Sentence_1" |
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- text: "ಮೂಲತಃ ನಾನು ಕರ್ನಾಟಕದವಳು." |
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example_title: "Sentence_2" |
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- text: "ನಾನು ಸದ್ಯಕ್ಕೆ ಉನ್ನತ ವ್ಯಾಸಂಗಕ್ಕಾಗಿ ಡಬ್ಲಿನ್ನಲ್ಲಿ ವಾಸವಾಗಿದ್ದೇನೆ. " |
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example_title: "Sentence_3" |
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- text: "ಅಂಬರೀಶ್ ಈ ಚಲನಚಿತ್ರದ ನಾಯಕರಾಗಿ ಅಭಿನಯಿಸಿ ತುಂಬಾ ಖ್ಯಾತರಾದರು" |
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example_title: "Sentence_4" |
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--- |
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# Model Card for {{ aparnabhat | default("kannada-ner", true) }} |
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<!-- Provide a quick summary of what the model is/does. --> |
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{{ NER using WikiANN 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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{{ model_description }} |
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- **Developed by:** {{ Aparna Nayak}} |
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- **Model type:** {{ NER }} |
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- **Language(s) (NLP):** {{ Python }} |
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- **Finetuned from model [optional]:** {{ bert-base-multilingual-cased }} |
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## Labels |
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{{['O', 'B-PER', 'I-PER', 'B-ORG', 'I-ORG', 'B-LOC', 'I-LOC']}} |
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{{0,1,2,3,4,5,6}} |
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## Results |
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{{'LOC': {'precision': 0.5977859778597786, |
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'recall': 0.7431192660550459, |
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'f1': 0.6625766871165644, |
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'number': 218}, |
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'ORG': {'precision': 0.43333333333333335, |
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'recall': 0.34210526315789475, |
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'f1': 0.3823529411764707, |
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'number': 114}, |
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'PER': {'precision': 0.4782608695652174, |
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'recall': 0.8088235294117647, |
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'f1': 0.6010928961748634, |
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'number': 136}, |
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'overall_precision': 0.5262267343485617, |
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'overall_recall': 0.6645299145299145, |
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'overall_f1': 0.587346553352219, |
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'overall_accuracy': 0.8148599269183922}} |
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### Summary |
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{{ results_summary | default("", true) }} |
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# Model Examination [optional] |
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<!-- Relevant interpretability work for the model goes here --> |
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{{ model_examination | default("[More Information Needed]", true)}} |
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## Model Architecture and Objective |
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{{ model_specs | default("[More Information Needed]", true)}} |
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## Compute Infrastructure |
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{{ Google colab }} |
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# Model Card Authors [optional] |
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{{ Aparna Nayak }} |
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# Model Card Contact |
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{{ [email protected] ; [email protected]}} |
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# How to Get Started with the Model |
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Use the code below to get started with the model. |
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<details> |
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<summary> Click to expand </summary> |
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{{ get_started_code | default("[More Information Needed]", true)}} |
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</details> |
