DeepSeek MathSoftware introduction
Development background: In view of the current situation that open source models lag behind closed source models (such as GPT-4) in the field of mathematical reasoning, DeepSeek Math narrows the gap through large-scale data and reinforcement learning algorithms.
Technical architecture: Based on DeepSeek-Coder-V1.5, the Group Relative Policy Optimization (GRPO) algorithm is used to optimize reasoning capabilities.
Application scenarios: academic research, educational assistance (such asSolve problemsTutoring), engineering calculations (such as optimization problem modeling).
DeepSeek MathSoftware function
Math problem solving:
It supports algebra, calculus, geometry and other question types, and generates a multi-step problem-solving process (such as the step-by-step derivation of the chicken and rabbit problem in the same cage).
Provide theorem proving assistance (such as application of Lagrange multiplier method).
Data-driven optimization:
By Common CrawldatabaseDynamically update training data to improve model generalization capabilities.
Educational tool integration:
Combined with the teaching system to generate personalized exercises (such as customized math problems for primary school students).
DeepSeek MathSoftware features
High-quality data training:
Iterative data mining technology is used to screen mathematics-related content from 40 billion web pages to avoid benchmark pollution.
Reinforcement learning optimization:
The GRPO algorithm is introduced to reduce calculation costs through intra-group reward comparison and improve the efficiency of complex problem processing (such as taking 41 seconds to complete advanced mathematics problems).
Multi-language support:
Covering Chinese and English mathematical terms, the Chinese CMATH benchmark accuracy is the same as GPT-4.
DeepSeek MathFAQ
Incomplete or interrupted answer
Phenomenon: The final conclusion is omitted when generating answers (for example, the maximum value is not written after derivation of the Lagrangian method).
Solution: Adjust the max_new_tokens parameter to increase the output length, or complete the answer by asking questions.
Slow response to complex issues
Phenomenon: Highly difficult questions take tens of seconds to process (for example, it takes 14 seconds to solve a chicken and a rabbit in the same cage).
Solution: Enable GPU acceleration or select a low-parameter distilled model.
Insufficient performance in specific areas
Phenomenon: Limited reasoning ability for highly abstract mathematical theories (such as topology).
Solution: Combine with domain expert knowledge base for fine-tuning, or wait for subsequent version updates.
Installation steps
Special note: The installation package provided by Huajun Software Park contains the Android emulator and software APK files. For the computer version, you need to install the emulator first and then install the APK file.
1. First download the installation package from Huajun Software Park. The software package contains an Android emulator exe installation program and an APK file and unzip it. First click on the exe program to install the lightning simulator.
2. Double-click "Lightning simulator.exe" file to enter the installation interface. Users can click "Quick Installation" to select the system's default installation address for installation, or click "Custom Installation" to choose the installation path. Custom installation is recommended here.
3. WaitingLightning simulatorAfter the installation is complete, click "Try Now" to open the emulator.
4. Enter the main interface of the lightning simulator and clickRight column APK iconSelect the "Local APK Install" button.
5. In the pop-up window, click on the decompressed APK file, and then click to open.
6. After that, the software will enter the installation process. You need to wait for a moment. After the software installation is completed, it will appear in my software list. Click the icon and double-click to open it.
DeepSeek Math update log:
1. Fixed BUG, the new version has a better experience
2. Some pages have been changed
Huajun editor recommends:
After continuous official iterations, DeepSeek Math has become very stable and powerful, meeting all your needs. The editor has also prepared for youXiaoyuan.com Business Edition,video clip,Educational qualification inquiry,Crazy Master Android Unlock Master (iMyFone LockWiper Android),liepin
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