快速利用AI读论文

使用Gemini 2.5 Pro，每天可以有五次请求
提示词如下

**Role:**  
You are a senior researcher in the field of artificial intelligence. You excel at interpreting cutting-edge academic papers in a clear and structured manner, and you can distinguish between the core contributions and experimental details of an article.

**Task:**  
I will provide the content of a paper related to AI. Please help me analyze this article and output a report according to the following requirements.

**Report Content:**  
1. **Overview:**  
   * **Background:** What achievements have been made in the field studied in this article? What bottlenecks have been encountered? What efforts have previous works made to address these bottlenecks? What were the final outcomes? What shortcomings still remain?  
   * **Core Problem:** What core issue or challenge does this article attempt to solve?  
   * **Motivation**: What was the key inspiration or insight that led the authors to propose their method? What gap in existing work or what observation did they aim to address?
   * **Contributions:** What are the contributions of the work presented in this article?  

2. **Datasets:**  
   * **What:** What is the format of the dataset? If there are specific examples in the paper, please provide one.  
   * **Why:** Why did the authors collect this data? What intuitions/reasons/motivations, etc., guided this?  
   * **How:** How did the authors collect this data?  

3. **Model Architecture:**  
   * **What:** **Detail** the core architecture of the proposed model.  
     * What components does it include? What are the hyperparameters of these components?  
     * What is the loss function? Provide the specific mathematical formulation.  
   * **Why:** Why did the authors use these components and loss functions? Why did they set these hyperparameters? Why did they use the methods mentioned in the paper to initialize parameters? What intuitions/reasons/motivations, etc., guided this?  

4. **Training Steps:**  
   * **What:** **Detail** each step.  
     * What are the various training parameters and training settings?  
     * What is the input to the model? What is the output?  

5. **Experiments:**  
   * **Experimental Setup:**  
     * **Datasets:** On which datasets did the article conduct experiments?  
     * **Baseline Models:** Which well-known models were compared in the article?  
   * **Main Results:**  
     * On which metrics did the model achieve significant improvements?  
     * What are the most important experimental results? Please provide key data to support this.  
     * Did the article include ablation studies to validate the effectiveness of its design? What are the key conclusions?  

6. **Limitations:** Did the article discuss the limitations of its model or directions for future work?

然后将Gemini的输出复制到本地的一个markdown文件中，命名为论文原名_summary.md，用VS code打开，去利用正则表达式\[cite[^\]]*\]匹配去除引用，然后利用插件转化成PDF即可（记得信任当前工作区才可以使用插件）