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---
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tags:
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- agriculture
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- bert
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- philippine-agriculture
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- crop-disease
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- recommendation
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- agrisagot
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language:
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- en
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license: mit
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---
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# AgriSagot BERT - Philippine Agricultural Recommender
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This model is fine-tuned on Philippine agricultural data for crop disease and pesticide recommendations, specifically designed for the AgriSagot application.
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## Model Description
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- **Base Model**: BERT-base-uncased
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- **Training Data**: Philippine registered agricultural products (as of August 2025)
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- **Use Case**: Agricultural product recommendations based on crop and disease
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- **Language**: English
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- **Country**: Philippines
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- **Application**: AgriSagot - Smart Agricultural Advisory System
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## Usage
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```python
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from transformers import AutoModel, AutoTokenizer
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model = AutoModel.from_pretrained("Hayme/agrisago-bert")
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tokenizer = AutoTokenizer.from_pretrained("Hayme/agrisago-bert")
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# Use for generating embeddings
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inputs = tokenizer("rice blast treatment", return_tensors="pt")
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outputs = model(**inputs)
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embeddings = outputs.last_hidden_state.mean(dim=1)
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```
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## API Usage
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```javascript
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// In your AgriSagot API
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const response = await hf.featureExtraction({
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model: 'Hayme/agrisago-bert',
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inputs: 'rice brown planthopper treatment'
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});
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```
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## Training Data
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Trained on the official "UPDATED LIST OF REGISTERED PRODUCTS As of August 31, 2025" from Philippine regulatory authorities, containing comprehensive information about:
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- Agricultural pesticides
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- Fertilizers
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- Plant growth regulators
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- Crop protection products
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- Target crops and pests/diseases
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- Active ingredients and formulations
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## Intended Use
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- Crop disease identification and treatment recommendations
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- Agricultural product recommendations for Philippine farmers
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- Pesticide matching for specific crop-disease combinations
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- Integration with AgriSagot mobile and web applications
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- Philippine agricultural advisory and extension services
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## Performance
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This model understands Philippine-specific agricultural contexts including:
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- Local crop varieties (rice, corn, tomato, etc.)
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- Common Philippine pests and diseases
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- Available agricultural products in the Philippine market
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- Regulatory-approved treatment options
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## Limitations
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- Trained specifically on Philippine agricultural data
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- Recommendations should be verified with local agricultural experts
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- Not suitable for other countries' agricultural systems without adaptation
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## Citation
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If you use this model, please cite:
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```
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AgriSagot BERT Model (2025)
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Trained on Philippine Agricultural Product Database
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Available at: https://huggingface.co/Hayme/agrisago-bert
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```
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