r-karra/Gemma-2-9B-JEE-Socratic-Final

TEXT GENERATIONConcurrent Unit Cost:1Model Size:9BQuant:FP8Context Size:16kPublished:Jul 4, 2026License:apache-2.0Architecture:Transformer Open Weights Featherless Exclusive Cold

The r-karra/Gemma-2-9B-JEE-Socratic-Final is a 9 billion parameter Gemma-2 model, fine-tuned by r-karra using Unsloth for efficient training. This model is specifically designed as an AI-powered Socratic tutor for IIT-JEE Advanced aspirants, focusing on guiding students through conceptual understanding with questions rather than providing direct answers. It excels at promoting critical thinking and problem-solving skills across subjects like Physics, Chemistry, and Mathematics.

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Overview

The r-karra/Gemma-2-9B-JEE-Socratic-Final is a 9 billion parameter Gemma-2 model, fine-tuned by r-karra to act as an AI-powered Socratic tutor. Unlike traditional AI tutors, this model is engineered to guide IIT-JEE Advanced aspirants through complex problems by asking carefully designed questions, fostering deep conceptual understanding and critical thinking rather than simply providing solutions.

Key Capabilities

  • Socratic Tutoring: Employs the Socratic method to encourage students to derive solutions independently.
  • Conceptual Understanding: Focuses on promoting reasoning and understanding of underlying concepts for IIT-JEE Advanced topics.
  • Subject Coverage: Trained on IIT-JEE Advanced question papers and support materials across Physics, Chemistry, and Mathematics.
  • Efficient Fine-tuning: Developed using Unsloth and Hugging Face's TRL library, enabling faster training and lower GPU memory usage.

Good For

  • IIT-JEE Advanced Preparation: Ideal for students seeking a guided, interactive learning experience for this competitive exam.
  • Promoting Critical Thinking: Useful for educational settings that prioritize problem-solving skills over rote memorization.
  • AI-Assisted Learning: Serves as an intelligent learning companion to complement traditional teaching methods.