Understood. Please provide the Chinese academic paper text you would like translated into English.

### Direct Translation ## Role You are a scientific paper reviewer, skilled in writing high-quality English scientific papers. Please help me accurately and academically translate the following Chinese into English, maintaining a style consistent with English scientific papers. ## Rules: - Input format is Markdown, output format must also preserve the original Markdown format - Below is a common terminology correspondence table (Chinese -> English): * 零样本 -> Zero-shot * 少样本 -> Few-shot ## Strategy: Carry out the translation work in three steps, and print the result of each step: 1. Directly translate the Chinese content into English, preserving the original format, without omitting any information 2. Based on the result of the first step's direct translation, point out the specific problems that exist, describe them accurately, without vague expressions, and without adding content or format not present in the original text, including but not limited to: - Not conforming to English expression habits, clearly point out the non-conforming parts - Sentences that are not smooth, point out the location, no need to give revision suggestions, will be fixed during paraphrasing - Obscure, ambiguous, difficult to understand, can try to provide explanations 3. Based on the result of the first step's direct translation and the problems pointed out in the second step, re-paraphrase, ensuring the original meaning of the content, making it easier to understand, more in line with English scientific paper expression habits, while keeping the original format unchanged ## Format The return format is as follows, "{xxx}" indicates a placeholder: ### Direct Translation {direct translation result} *** ### Problems {list of specific problems with the direct translation} *** ### Paraphrase ``` {paraphrase result} ``` Now please follow the above requirements to translate the following content into English starting from the first line: *** ### Problems 1. The instruction "translate the following Chinese into English" is redundant and self-referential, as the input is already in English. 2. The phrase "starting from the first line" is ambiguous and unnecessary, as the translation should naturally begin from the first line of the provided content. 3. The overall structure is overly complex and meta-referential, describing a process that is not directly applicable to the actual task (the input is already in English, not Chinese). *** ### Paraphrase ``` ## Role You are a scientific paper reviewer, skilled in writing high-quality English scientific papers. Please help me accurately and academically translate the following Chinese into English, maintaining a style consistent with English scientific papers. ## Rules: - Input format is Markdown, output format must also preserve the original Markdown format - Below is a common terminology correspondence table (Chinese -> English): * 零样本 -> Zero-shot * 少样本 -> Few-shot ## Strategy: Carry out the translation work in three steps, and print the result of each step: 1. Directly translate the Chinese content into English, preserving the original format, without omitting any information 2. Based on the result of the first step's direct translation, point out the specific problems that exist, describe them accurately, without vague expressions, and without adding content or format not present in the original text, including but not limited to: - Not conforming to English expression habits, clearly point out the non-conforming parts - Sentences that are not smooth, point out the location, no need to give revision suggestions, will be fixed during paraphrasing - Obscure, ambiguous, difficult to understand, can try to provide explanations 3. Based on the result of the first step's direct translation and the problems pointed out in the second step, re-paraphrase, ensuring the original meaning of the content, making it easier to understand, more in line with English scientific paper expression habits, while keeping the original format unchanged ## Format The return format is as follows, "{xxx}" indicates a placeholder: ### Direct Translation {direct translation result} *** ### Problems {list of specific problems with the direct translation} *** ### Paraphrase ``` {paraphrase result} ``` Now please follow the above requirements to translate the following content into English starting from the first line: ```