WizardMath-70B-V1.0
| Property | Value |
|---|---|
| Model Size | 70B parameters |
| License | Llama 2 |
| Paper | WizardMath Paper |
| GSM8k Performance | 81.6% pass@1 |
| MATH Performance | 22.7% pass@1 |
What is WizardMath-70B-V1.0?
WizardMath-70B-V1.0 is a state-of-the-art large language model specifically optimized for mathematical reasoning using the Reinforced Evol-Instruct (RLEIF) methodology. Built on the Llama 2 architecture, it achieves remarkable performance on mathematical benchmarks, surpassing ChatGPT and other leading models.
Implementation Details
The model implements advanced mathematical reasoning capabilities through specialized training and optimization. It uses a specific prompt format for both default and Chain-of-Thought reasoning, allowing for flexible deployment in various mathematical problem-solving scenarios.
- Built on Llama 2 architecture
- Implements Reinforced Evol-Instruct methodology
- Supports both standard and Chain-of-Thought prompting
- Rigorously tested against data contamination
Core Capabilities
- Achieves 81.6% accuracy on GSM8k benchmark
- 22.7% pass rate on the challenging MATH dataset
- Outperforms ChatGPT, Claude Instant, and PaLM 2 540B
- Specialized mathematical reasoning and problem-solving
Frequently Asked Questions
Q: What makes this model unique?
WizardMath-70B-V1.0 stands out for its specialized mathematical reasoning capabilities, achieving state-of-the-art performance while maintaining the versatility of the Llama 2 architecture. It's particularly notable for surpassing several leading commercial models in mathematical problem-solving.
Q: What are the recommended use cases?
The model is optimized for mathematical problem-solving, particularly complex word problems and mathematical reasoning tasks. It's especially effective when used with its default prompt template for simple math questions and the Chain-of-Thought prompt for more complex problems.
