Clear words of wisdom — Guide

Clear words of wisdom — User Guide

GLM; academic & code.

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Strengths

Tsinghua University technical background, outstanding academic ability
GLM-4 model code and reasoning capabilities are strong
Support AI agent and tool calling
Multi-modal: supports image understanding and generation (CogView)
Open source version (ChatGLM) can be deployed locally

Best for

Academic writing: paper abstract, literature review, academic translation
Code generation and debugging (Python, Java, C++, etc.)
AI Agent: Automated Task Execution
Image understanding and content analysis
Chinese-English translation and language learning

Academic Writing Assistance

Zhipu Qingyan performs well in academic scenarios and is suitable for essay writing, literature reading and academic translation.

Scenario

Optimize academic paper abstracts

Prompt example

Please help me optimize the abstract of the following paper to make it
more in line with the submission requirements of international journals:




Original abstract:


[Paste your summary]




Requirements:


- Clear structure: background, methods, results, conclusions


- Refined language to avoid redundancy


- Highlight innovation points


-Keep it within 250 words


- Maintain an academic language style

Output / what to expect

Zhipu Qingyan will reorganize the abstract structure,

Delete redundant expressions and strengthen the description of innovative contributions,

The language is more in line with the writing standards of SCI journals.

Tips

Providing original abstracts and target journal names, Zhipu Qingyan can be optimized for specific journal styles.

Scenario

Translation and polishing of English academic papers

Prompt example

Please translate the following English paragraph into Chinese and polish
the translation academically:




[Paste English paragraph]




Requirements:


- Maintain accuracy in academic terminology


- Translation is smooth and natural, in line with Chinese academic writing habits


- Keep the original English text for professional terms (marked in brackets)


- In case of ambiguity, multiple translation options are given

Output / what to expect

Provide accurate academic translation and professional terminology processing standards,

Provides multiple translation solutions for ambiguous expressions,

The overall language conforms to the style of Chinese academic papers.

Tips

Zhipu Qingyan has an accurate understanding of academic terminology in the field of AI/ML and is suitable for the translation of computer-related papers.

Code development assistance

GLM-4's coding capabilities are outstanding among domestic models and support multiple programming languages.

Scenario

Implement machine learning model training code

Prompt example

Please use PyTorch to implement a simple image classification model.
The requirements are:


- Use ResNet-18 as the backbone network


- Support custom data sets (ImageFolder format)


- Contains training loop, verification, and early stopping mechanism


- Use TensorBoard to record training curves


- The code structure is clear and has detailed comments

Output / what to expect

Generate complete PyTorch training code, including:

Data loading and preprocessing (data enhancement)
Model definition (modify ResNet-18 output layer)
Training loop (with validation and early stopping)
TensorBoard logging

The code can be run directly and the comments are detailed.

Tips

Zhipu Qingyan has high quality code generation for deep learning frameworks such as PyTorch and TensorFlow.

AI Agent

Zhipu Qingyan supports AI agent functions and can automatically call tools to complete complex tasks.

Scenario

Use agents to automate data analysis tasks

Prompt example

Please help me analyze the following data and complete it automatically:


1. Data cleaning (dealing with missing values and outliers)


2. Basic statistical analysis (mean, median, standard deviation)


3. Generate visual charts (line charts and bar charts)


4. Give data insights and suggestions




[Upload data file]

Output / what to expect

The agent will automatically call the code execution tool,

Run Python data analysis code,

Generate statistical results and visualization charts,

Finally, a text summary is given.

Tips

In agent mode, Zhipu Qingyan can autonomously perform multi-step tasks and is suitable for complex data analysis scenarios.

Compared with similar tools

Tool	Strength	Best for	Pricing
Clear words of wisdom This tool	Strong academic ability, complete AI agent functions, and Tsinghua University technical background	Academic writing, deep learning code, AI researchers	Free version/Member version
DeepSeek	Better reasoning skills, completely free	Mathematical reasoning, general code generation	completely free
Kimi	Ultra-long context and strong document processing capabilities	Long document reading and analysis	Free version / Member ¥20/month
ChatGPT	The strongest general ability and rich ecology	Common tasks require rich plug-ins	Free version / Plus $20/month

Sources & references:

Zhipu Qingyan official website (2025-03)
ChatGLM open source project (2025-03)
Zhipu AI open platform (2025-03)