| ---
|
| 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
|
| license: mit
|
| ---
|
|
|
| # AgriSagot BERT - Philippine Agricultural Recommender
|
|
|
| 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
|
|
|
| - **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
|
|
|
| ```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")
|
|
|
| # 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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| ```
|
|
|
| ## API Usage
|
|
|
| ```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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| ```
|
|
|
| ## Training Data
|
|
|
| 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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|
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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
|
|
|
| - 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
|
|
|
| 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
|
|
|
| - 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
|
|
|
| ## Citation
|
|
|
| If you use this model, please cite:
|
| ```
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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
|
| ```
|
|
|
