santosh1101/janmitra-gemma-2b
santosh1101/janmitra-gemma-2b is a 2.5 billion parameter Gemma 2B model fine-tuned by santosh1101. This model specializes in providing information on Indian government schemes, particularly for citizens in Andhra Pradesh, Telangana, and across India. It is optimized to assist users, including farmers, students, and senior citizens, in discovering relevant government benefits.
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Overview
JanMitra is a specialized language model built upon the google/gemma-2b-it base model, fine-tuned by santosh1101. It functions as a government schemes assistant, designed to help Indian citizens, especially those in Andhra Pradesh and Telangana, identify government benefits they are eligible for.
Key Capabilities
- Specialized Knowledge: Fine-tuned on 5000 examples specifically covering various Indian government schemes.
- Persona-Based Assistance: Provides relevant scheme information for diverse citizen personas, including:
- Farmers (e.g., YSR Rythu Bharosa, PM-KISAN)
- Students (e.g., Post Matric Scholarship, NMMS)
- Women (e.g., PMMVY, Janani Suraksha Yojana)
- Business owners (e.g., Mudra Loan, Startup India)
- Senior Citizens (e.g., Old Age Pension, Atal Pension Yojana)
- Weavers (e.g., Chenetha Mithra Scheme)
- Fishermen (e.g., Matsyakara Bharosa)
- Contextual Responses: Capable of generating direct answers to queries about schemes based on user's location and profession, as demonstrated by examples like identifying schemes for a farmer in Telangana.
Training Details
The model was fine-tuned using 5000 training examples over 60 steps, employing a LoRA rank of 16 and a learning rate of 2e-4 on NVIDIA A40 hardware.
Good For
- Applications requiring specific knowledge about Indian government welfare programs.
- Chatbots or virtual assistants aimed at public service information dissemination.
- Tools assisting citizens in navigating government benefits and eligibility.