

Skywork O1 Open PRM Qwen 2.5 1.5B
Overview :
Skywork-o1-Open-PRM-Qwen-2.5-1.5B is part of a series developed by the Skywork team, which combines the slow thinking and reasoning capabilities characteristic of the o1 style. This model is specifically designed to enhance reasoning skills through incremental process rewards, making it suitable for solving small-scale complex problems. Unlike simple reproductions of the OpenAI o1 model, the Skywork o1 Open series not only demonstrates inherent thinking, planning, and reflection abilities in its outputs but also shows significant improvements in reasoning skills on standard benchmarking tests. This series represents a strategic advancement in AI capabilities, pushing inherently weaker foundational models towards state-of-the-art (SOTA) performance in reasoning tasks.
Target Users :
The target audience includes AI researchers, data scientists, and software developers, especially those who need to handle complex reasoning tasks and code generation. The Skywork-o1-Open-PRM-Qwen-2.5-1.5B model is particularly suitable for users who require advanced reasoning and code generation capabilities integrated into AI applications due to its exceptional reasoning ability and code evaluation performance.
Use Cases
In solving math problems, the model can accurately infer the steps to reach the solution and provide the correct answer.
In code generation tasks, the model can generate logically consistent code snippets based on the problem description.
In the education sector, the model can serve as an aid for students to understand and master complex math and programming concepts.
Features
? Enhanced reasoning capability: Improves the model's reasoning capability through incremental process rewards.
? Multi-model series: Includes models of various sizes, such as 1.5B and 7B, to accommodate different levels of reasoning tasks.
? Standard benchmarking: Evaluated on multiple math and coding-related datasets, demonstrating excellent performance.
? Code evaluation: Optimized specifically for code-related tasks, enhancing code generation and evaluation capabilities.
? Strong compatibility: Supports compatibility with vLLM/sglang inference RM architecture.
? Open source model: The model is open source and can be used for commercial purposes, adhering to the Skywork community license.
? Community support: Features an active community that provides a platform for model usage and discussion.
How to Use
1. Visit the Hugging Face website and search for the Skywork-o1-Open-PRM-Qwen-2.5-1.5B model.
2. Clone the Skywork-o1-PRM-Inference repository to obtain the inference code for the model.
3. Set up the environment and install necessary dependencies according to the README.md file in the repository.
4. Prepare the input data, including the problem description and the expected response format.
5. Utilize the provided interface to run inference with the model and obtain the inference results.
6. Analyze the model output and adjust inputs or model configurations as needed to optimize results.
7. Integrate the model into larger AI applications or research projects for complex reasoning and code generation tasks.
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