

Confucius O1 14B
Overview :
Confucius-o1-14B is an inference model developed by the NetEase Youdao team, optimized based on Qwen2.5-14B-Instruct. It employs a two-stage learning strategy that automatically generates reasoning chains and summarizes step-by-step problem-solving processes. This model is aimed at the education field, particularly suitable for K12 math problems, helping users quickly acquire correct problem-solving strategies and answers. Its lightweight nature allows it to be deployed on a single GPU without quantization, reducing the barrier to use. Its reasoning capabilities have demonstrated outstanding performance in internal evaluations, providing robust technical support for AI applications in education.
Target Users :
This product is primarily aimed at students, teachers, and educational institutions in the education sector. Students can leverage the model to obtain detailed problem-solving strategies and answers for math problems, enhancing their learning efficiency; teachers can use the model as a teaching aid, offering diverse problem-solving approaches to their students; and educational institutions can integrate it into their teaching systems, enriching their educational resources.
Use Cases
Students use this model to obtain detailed problem-solving strategies and step-by-step answers when tackling complex math problems, thus enhancing their understanding.
Teachers utilize the model to generate various problem-solving methods while preparing lessons, enriching the teaching content and improving classroom interactivity.
Educational institutions integrate this model into online learning platforms to offer personalized math tutoring services for students.
Features
Optimized based on the Qwen2.5-14B-Instruct model, demonstrating powerful reasoning capabilities.
Utilizes a two-stage learning strategy, with the first stage learning from a large teacher model, followed by self-iterative optimization in the second stage.
Automatically generates reasoning chains and summarizes the step-by-step problem-solving process.
Supports deployment on a single GPU without requiring quantization, reducing hardware requirements.
Optimized specifically for the education sector, especially suitable for answering K12 math problems.
Standardized output format that includes reasoning chains and the summarized problem-solving process.
Ensures accuracy and reliability of the model outputs through rigorous data filtering and training instruction selection.
Provides predefined templates for system messages and user messages, facilitating quick adoption by users.
How to Use
Visit the Hugging Face model page to access detailed information and usage guidelines.
Install the necessary dependencies, such as Transformers and Safetensors.
Use predefined system and user message templates, filling in the 'question' field with the math problem.
Load the model using Transformers and perform inference with the generated prompts.
Parse the model output to extract the 'thinking' and 'summary' sections, obtaining a detailed reasoning chain and summarized problem-solving process.
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