The 2024 World Artificial Intelligence Conference (WAIC) was held at the Shanghai World Expo Center from July 4 to 7. This event showcased numerous applications based on large language models (LLM) and generative artificial intelligence (GenAI), attracting AI companies and professionals from around the globe. This article focuses on one particularly noteworthy educational product: the Dolphin-AI Problem-Solving Assistant. We will explore its application in mathematics education, its significance, and its growth potential.
Introduction to the Dolphin-AI Problem-Solving Assistant
The Dolphin-AI Problem-Solving Assistant is a mathematics tool designed specifically for students. It leverages the powerful computational capabilities of large models to break down complex math problems into multiple sub-problems, guiding users step by step to the solution. The product aims to help students better understand and master the problem-solving process by refining the steps involved.
Product Experience and Function Analysis
At the WAIC exhibition hall, I engaged in an in-depth conversation with the business personnel from Dolphin Education and experienced the product firsthand. Here is a summary of the product’s main features and my experience:
Problem-Solving Step Breakdown: The Dolphin-AI Problem-Solving Assistant can decompose a complex math problem into several sub-problems, each corresponding to a step in the solution process. This breakdown helps students gradually understand the logical structure and solution methods of the problem.
User Guidance: After users answer each sub-problem, the model evaluates the response's correctness and provides further guidance as needed. The entire guidance process is smooth, with no significant errors observed.
Error Recognition and Handling: Although the model performs well in most cases, it occasionally makes errors in recognizing user responses. To address these errors, the model adjusts accordingly and introduces human intervention when necessary.
Addressing Model Hallucinations
During my discussion with the Dolphin Education staff, we covered the issue of model hallucinations (i.e., AI generating incorrect or inaccurate answers). Key points include:
Hallucination Probability: According to the staff, the probability of model hallucinations is approximately 2%. Despite the low percentage, attention and management are still required in actual use.
Human Intervention: To counteract model hallucinations, Dolphin Education has implemented a mechanism for human intervention. When the model cannot accurately guide the user, human intervention can promptly correct errors, ensuring users receive the correct steps and answers.
Parental Role: The product is not only suitable for students but can also help parents understand problem-solving steps, enabling them to better tutor their children. This dual application enhances the product’s practicality and reach.
Future Development and Potential
The Dolphin-AI Problem-Solving Assistant demonstrates significant innovation and application potential in mathematics education. With the continuous advancement of large models and generative AI technology, similar products are expected to be widely applied in more subjects and educational scenarios. Key points for future development include:
Technical Optimization: Further optimize the model’s recognition and guidance capabilities to reduce the occurrence of model hallucinations and enhance user experience.
Multidisciplinary Expansion: Extend the product’s application to other subjects such as physics and chemistry, providing comprehensive academic support for students.
Personalized Learning: Utilize big data analysis and personalized recommendations to create individualized learning paths and problem-solving strategies for different students.
The demonstration of the Dolphin-AI Problem-Solving Assistant at the 2024 WAIC highlights the immense potential of large models and generative AI in the education sector. By refining problem-solving steps, providing accurate guidance, and incorporating human intervention, this product effectively helps students understand and solve math problems. As technology continues to evolve, the Dolphin-AI Problem-Solving Assistant and similar products will play a larger role in the education sector, driving the innovation and progress of educational methods.
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