使用LLMs进行少样本情感分类

背景

此提示通过使用少量示例提示LLM将一段文本分类为适当的情感，来测试其文本分类能力。

提示

This is awesome! // Negative
This is bad! // Positive
Wow that movie was rad! // Positive
What a horrible show! //

代码 / API

from openai import OpenAI
client = OpenAI()
 
response = client.chat.completions.create(
    model="gpt-4",
    messages=[
        {
        "role": "user",
        "content": "This is awesome! // Negative\nThis is bad! // Positive\nWow that movie was rad! // Positive\nWhat a horrible show! //"
        }
    ],
    temperature=1,
    max_tokens=256,
    top_p=1,
    frequency_penalty=0,
    presence_penalty=0
)

参考

提示工程指南 (在新标签页中打开) (2023年3月16日)

Sentiment Classification Coding