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- ---
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- license: mit
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- ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ ---
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+ language: en
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+ license: mit
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+ tags:
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+ - rubric-generation
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+ - education
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+ - fine-tuned
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+ - text-generation
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+ - gpt
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+ datasets:
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+ - custom
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+ widget:
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+ - text: >-
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+ Question: What are the benefits of regular exercise?
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+
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+ Sample Answer: Regular exercise helps in weight management, improves
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+ cardiovascular health, and enhances mental well-being.
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+
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+ Total Marks: 5
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+ base_model:
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+ - meta-llama/Llama-2-7b-chat-hf
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+ ---
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+
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+ # πŸ“ Rubric Generator Model
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+
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+ This model is fine-tuned to **generate detailed grading rubrics** when provided with:
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+
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+ - a **question or prompt**
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+ - a **sample answer**
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+ - the **maximum marks** for the question
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+
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+ It is designed for educators, examiners, and educational apps that require structured, point-wise rubrics for evaluating subjective answers.
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+
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+ ---
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+
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+ ## πŸ“Œ Model Details
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+
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+ - **Architecture**: Causal language model (e.g., GPT-style)
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+ - **Training Format**: Supervised fine-tuning on question-answer-mark-rubric datasets
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+ - **Input Format**:
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+ ```plaintext
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+ Question: <your-question>
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+ Sample Answer: <your-answer>
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+ Total Marks: <max-marks>
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+ ````
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+
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+ * **Output**: A rubric in JSON format assigning marks to specific answer criteria
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+
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+ ---
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+
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+ ## πŸš€ Example
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+
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+ **Input:**
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+
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+ ```
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+ Question: What are the advantages of using solar energy?
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+ Sample Answer: Solar energy is renewable and reduces electricity bills. It's environmentally friendly and reduces reliance on fossil fuels.
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+ Total Marks: 5
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+ ```
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+
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+ **Output:**
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+
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+ ```json
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+ {
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+ "rubric": [
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+ { "criteria": "Mentions that solar energy is renewable", "max_marks": 1 },
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+ { "criteria": "Discusses cost-saving or reduction in electricity bills", "max_marks": 1 },
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+ { "criteria": "Highlights environmental friendliness", "max_marks": 1 },
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+ { "criteria": "Mentions reduced reliance on fossil fuels", "max_marks": 1 },
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+ { "criteria": "Answer clarity and overall relevance", "max_marks": 1 }
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+ ]
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+ }
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+ ```
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+
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+ ---
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+
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+ ## πŸ“š Training Data
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+
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+ The model was fine-tuned on a dataset of:
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+
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+ * Questions
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+ * Sample answers
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+ * Total marks
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+ * Expert-designed rubrics in structured JSON format
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+
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+ This dataset is included in the accompanying [GitHub repository](https://github.com/yourusername/rubric-generator).
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+
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+ ---
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+
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+ ## 🧠 Intended Use
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+
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+ * Automated rubric generation for educational platforms
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+ * Consistent scoring guidelines for subjective assessments
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+ * Feedback generation tools for students and teachers
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+
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+ ---
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+
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+ ## ⚠️ Limitations
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+
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+ * May not be optimized for highly domain-specific or creative writing assessments
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+ * Requires sample answers to be reasonably well-formed to generate useful rubrics
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+ * Rubric quality depends on clarity of the question and sample answer
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+
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+ ---
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+
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+ ## πŸ“„ License
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+
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+ This model is licensed under the [MIT License](LICENSE).
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+
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+ ---
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+
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+ **Author**: Mrigank Singh
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+ **Contact**: mriganksingh005@gmail.com
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+ **Repository**: [GitHub - rubric-generator](https://github.com/Mrigank005/Rubric_Generator)
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+
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+ ```