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+ # MathCoder-7B: Instruction-Tuned Educational Math Model
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+
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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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+
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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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+
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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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+
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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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+
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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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+
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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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+
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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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+
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+ ## Example Usage
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+ ```python
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+ from transformers import pipeline
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+
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+ pipe = pipeline("text-generation", model="ushasree2001/math_coder")
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+ pipe("Solve: If 3x + 5 = 14, find x.")