aanshshah/nyc-housing-rights

NYC Housing Rights Assistant

A fine-tuned DialoGPT model specialized for NYC tenant rights questions with 100% accuracy on critical tenant information.

Model Details

• Base Model: microsoft/DialoGPT-medium
• Training Data: 597 NYC tenant rights examples
• Accuracy: 100% on critical test questions
• Specialization: NYC housing laws, tenant rights, legal contacts

Performance

Test Results

• ✅ Legal Aid Society contact: 212-577-3300
• ✅ HPD contact: 212-863-6300
• ✅ Application fee limit: $20
• ✅ Security deposit return: 14 days
• ✅ Eviction procedures: Court order required

Usage

from transformers import AutoTokenizer, AutoModelForCausalLM

model_name = "aanshshah/nyc-housing-rights"
tokenizer = AutoTokenizer.from_pretrained(model_name)
model = AutoModelForCausalLM.from_pretrained(model_name)

# Example usage
prompt = "Human: What's The Legal Aid Society phone number?\n\nAssistant:"
inputs = tokenizer.encode(prompt, return_tensors='pt')
outputs = model.generate(inputs, temperature=0.05, max_length=150)
response = tokenizer.decode(outputs[0], skip_special_tokens=True)

Training Details

• Training Examples: 597 (33.2x expansion from original 18)
• Training Method: Ultra-accuracy fine-tuning
• Temperature: 0.05 for precise responses
• Focus Areas: Contact information, factual recall, legal procedures

Limitations

This model is specialized for NYC tenant rights only. For legal advice, consult qualified attorneys.

Emergency Contacts

• Emergencies: 911
• Legal Aid Society: 212-577-3300
• HPD: 212-863-6300
• General Tenant Issues: 311