---
tags:
- agriculture
- bert
- philippine-agriculture
- crop-disease
- recommendation
- agrisagot
language:
- 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.

## Model Description

- **Base Model**: BERT-base-uncased  
- **Training Data**: Philippine registered agricultural products (as of August 2025)
- **Use Case**: Agricultural product recommendations based on crop and disease
- **Language**: English
- **Country**: Philippines
- **Application**: AgriSagot - Smart Agricultural Advisory System

## Usage

```python
from transformers import AutoModel, AutoTokenizer

model = AutoModel.from_pretrained("Hayme/agrisago-bert")
tokenizer = AutoTokenizer.from_pretrained("Hayme/agrisago-bert")

# Use for generating embeddings
inputs = tokenizer("rice blast treatment", return_tensors="pt")
outputs = model(**inputs)
embeddings = outputs.last_hidden_state.mean(dim=1)
```

## API Usage

```javascript
// In your AgriSagot API
const response = await hf.featureExtraction({
    model: 'Hayme/agrisago-bert',
    inputs: 'rice brown planthopper treatment'
});
```

## Training Data

Trained on the official "UPDATED LIST OF REGISTERED PRODUCTS As of August 31, 2025" from Philippine regulatory authorities, containing comprehensive information about:

- Agricultural pesticides
- Fertilizers  
- Plant growth regulators
- Crop protection products
- Target crops and pests/diseases
- Active ingredients and formulations

## Intended Use

- Crop disease identification and treatment recommendations
- Agricultural product recommendations for Philippine farmers
- Pesticide matching for specific crop-disease combinations
- Integration with AgriSagot mobile and web applications
- Philippine agricultural advisory and extension services

## Performance

This model understands Philippine-specific agricultural contexts including:
- Local crop varieties (rice, corn, tomato, etc.)
- Common Philippine pests and diseases
- Available agricultural products in the Philippine market
- Regulatory-approved treatment options

## Limitations

- Trained specifically on Philippine agricultural data
- Recommendations should be verified with local agricultural experts
- Not suitable for other countries' agricultural systems without adaptation

## Citation

If you use this model, please cite:
```
AgriSagot BERT Model (2025)
Trained on Philippine Agricultural Product Database
Available at: https://huggingface.co/Hayme/agrisago-bert
```