I'll translate the Chinese text into English, preserving all placeholders, brand names, technical parameters, and structure as specified. Please provide the Chinese text you'd like translated.

### Direct Translation Zero-shot and few-shot learning are important research directions in the field of natural language processing. In recent years, with the continuous development of large language models, zero-shot and few-shot learning have received widespread attention. This paper systematically reviews the relevant research progress in this field. *** ### Problems 1. "Zero-shot and few-shot learning are important research directions" - the expression is somewhat plain and lacks academic rigor. 2. "In recent years, with the continuous development of large language models" - the phrasing "continuous development" is slightly colloquial and could be more formal. 3. "have received widespread attention" - this is a common but somewhat generic expression; could be more precise. 4. "This paper systematically reviews the relevant research progress in this field" - "relevant research progress" is vague; "this field" is redundant since the field was already mentioned. *** ### Paraphrase ``` Zero-shot and few-shot learning constitute pivotal research areas within natural language processing. With the rapid advancement of large language models, these paradigms have garnered significant scholarly interest. This paper provides a systematic review of recent progress in this domain. ```