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README.md
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# MathCoder-7B: Instruction-Tuned Educational Math Model
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## Overview
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MathCoder-7B is a fine-tuned large language model designed to generate clear, step-by-step solutions for educational mathematics problems. The model focuses on instructional clarity and reasoning transparency rather than benchmark optimisation.
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## Task
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- Educational math problem solving
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- Step-by-step solution generation
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- Math tutoring assistance
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## Training Details
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- Base model: 7B parameter open-source language model
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- Fine-tuning approach: Instruction tuning
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- Dataset: Custom-curated educational math instruction data
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- Training environment: Single-GPU setup
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- Objective: Improve structured reasoning and explanation quality
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## Intended Use
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This model is intended for academic research, educational tools, and experimentation with math tutoring systems. It is not designed for production use or safety-critical applications.
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## Limitations
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- The model has not been evaluated on standard mathematical benchmarks.
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- It may generate verbose outputs for simple problems.
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- Errors may occur for advanced or highly specialised math topics.
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## Notes
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- This model was developed as part of MSc-level academic coursework.
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- Emphasis was placed on clarity of reasoning and pedagogical usefulness.
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- Future work may include dataset expansion and formal evaluation.
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## Changelog
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- August 2025: Initial fine-tuned release
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- Planned: Improved dataset and evaluation in future versions
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## Example Usage
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```python
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from transformers import pipeline
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pipe = pipeline("text-generation", model="ushasree2001/math_coder")
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pipe("Solve: If 3x + 5 = 14, find x.")
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