luffycodes/noether-vicuna-13b
luffycodes/noether-vicuna-13b is a 13 billion parameter language model, duplicated from WizardLM's WizardMath-13B-V1.0. This model is specifically fine-tuned for mathematical reasoning tasks, leveraging the Reinforced Evol-Instruct (RLEIF) method. It demonstrates strong performance on mathematical benchmarks like GSM8k and MATH, making it suitable for applications requiring robust numerical problem-solving capabilities.
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Model Overview
luffycodes/noether-vicuna-13b is a 13 billion parameter model derived from WizardMath-13B-V1.0, developed by WizardLM. This model is engineered to enhance mathematical reasoning in large language models through a technique called Reinforced Evol-Instruct (RLEIF).
Key Capabilities
- Mathematical Reasoning: Specifically optimized for solving complex mathematical problems.
- Benchmark Performance: Achieves a score of 63.9 on GSM8k and 14.0 on the MATH benchmark, indicating strong performance in arithmetic and advanced mathematical tasks.
- Instruction Following: Designed to follow instructions for mathematical problem-solving, with specific system prompts provided for optimal usage, including a Chain-of-Thought (CoT) version for complex problems.
Good For
- Academic Research: Ideal for researchers exploring advanced mathematical reasoning in LLMs.
- Educational Tools: Can be integrated into applications that assist with math homework or provide step-by-step solutions.
- Problem Solving: Suitable for use cases requiring accurate numerical and logical deduction.
Usage Notes
It is crucial to use the specified system prompts for consistent and accurate results. The developers do not guarantee accuracy for quantified versions of the model. For simple math questions, the CoT prompt is not recommended.