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--- |
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license: mit |
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language: |
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- en |
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metrics: |
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- accuracy |
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library_name: transformers |
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pipeline_tag: text-classification |
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tags: |
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- agriculture |
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--- |
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# Agri-flow Classification Model |
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This model classifies grievances into five distinct buckets: |
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- **Label 0**: agricultural_scheme |
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- **Label 1**: agriculture |
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- **Label 2**: pest |
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- **Label 3**: seed |
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## Description of the Buckets |
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1. **agricultural_scheme**: |
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The farmer query is about schemes in Odisha |
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2. **agriculture**: |
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General agri queries |
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3. **pest**: |
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The farmer query is about pests |
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5. **seed**: |
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The farmer query is about seed varieties |
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## Training Metrics |
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The following training metrics were observed over 15 epochs: |
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| Epoch | Loss | Accuracy | F1 Score | |
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|-------|---------|----------|----------| |
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| 1 | 1.0574 | 0.4242 | 0.4202 | |
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| 2 | 0.7780 | 0.7500 | 0.6952 | |
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| 3 | 0.5212 | 0.8939 | 0.8825 | |
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| 4 | 0.3214 | 0.9773 | 0.9767 | |
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| 5 | 0.1612 | 1.0000 | 1.0000 | |
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| 6 | 0.0883 | 1.0000 | 1.0000 | |
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| 7 | 0.0592 | 1.0000 | 1.0000 | |
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| 8 | 0.0418 | 1.0000 | 1.0000 | |
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| 9 | 0.0321 | 1.0000 | 1.0000 | |
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